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Repository: pytorch/examples
Branch: main
Commit: acc295dc7b90
Files: 223
Total size: 884.1 KB
Directory structure:
gitextract_f9lneout/
├── .github/
│ ├── ISSUE_TEMPLATE/
│ │ ├── bug_template.md
│ │ ├── doc_template.md
│ │ └── feature_template.md
│ ├── PULL_REQUEST_TEMPLATE/
│ │ └── pull_request_template.md
│ └── workflows/
│ ├── doc-build.yml
│ ├── main_cpp.yml
│ ├── main_distributed.yaml
│ └── main_python.yml
├── .gitignore
├── CODEOWNERS
├── CODE_OF_CONDUCT.md
├── CONTRIBUTING.md
├── LICENSE
├── README.md
├── cpp/
│ ├── .clang-format
│ ├── autograd/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ └── autograd.cpp
│ ├── custom-dataset/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ ├── custom-dataset.cpp
│ │ └── info.txt
│ ├── dcgan/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ ├── dcgan.cpp
│ │ └── display_samples.py
│ ├── distributed/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ └── dist-mnist.cpp
│ ├── mnist/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ └── mnist.cpp
│ ├── regression/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ └── regression.cpp
│ ├── tools/
│ │ ├── InstallingOpenCV.md
│ │ └── download_mnist.py
│ └── transfer-learning/
│ ├── CMakeLists.txt
│ ├── README.md
│ ├── classify.cpp
│ ├── convert.py
│ ├── main.cpp
│ └── main.h
├── dcgan/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── distributed/
│ ├── FSDP/
│ │ ├── .gitignore
│ │ ├── README.md
│ │ ├── T5_training.py
│ │ ├── configs/
│ │ │ ├── __init__.py
│ │ │ ├── fsdp.py
│ │ │ └── training.py
│ │ ├── download_dataset.sh
│ │ ├── model_checkpointing/
│ │ │ ├── __init__.py
│ │ │ └── checkpoint_handler.py
│ │ ├── policies/
│ │ │ ├── __init__.py
│ │ │ ├── activation_checkpointing_functions.py
│ │ │ ├── mixed_precision.py
│ │ │ └── wrapping.py
│ │ ├── requirements.txt
│ │ ├── summarization_dataset.py
│ │ └── utils/
│ │ ├── __init__.py
│ │ ├── environment.py
│ │ └── train_utils.py
│ ├── FSDP2/
│ │ ├── README.md
│ │ ├── checkpoint.py
│ │ ├── example.py
│ │ ├── model.py
│ │ ├── requirements.txt
│ │ ├── run_example.sh
│ │ └── utils.py
│ ├── ddp/
│ │ ├── README.md
│ │ ├── example.py
│ │ ├── requirements.txt
│ │ └── run_example.sh
│ ├── ddp-tutorial-series/
│ │ ├── README.md
│ │ ├── datautils.py
│ │ ├── multigpu.py
│ │ ├── multigpu_torchrun.py
│ │ ├── multinode.py
│ │ ├── requirements.txt
│ │ ├── single_gpu.py
│ │ └── slurm/
│ │ ├── config.yaml.template
│ │ ├── sbatch_run.sh
│ │ └── setup_pcluster_slurm.md
│ ├── minGPT-ddp/
│ │ ├── README.md
│ │ ├── mingpt/
│ │ │ ├── char_dataset.py
│ │ │ ├── gpt2_train_cfg.yaml
│ │ │ ├── main.py
│ │ │ ├── model.py
│ │ │ ├── slurm/
│ │ │ │ ├── config.yaml.template
│ │ │ │ ├── sbatch_run.sh
│ │ │ │ └── setup_pcluster_slurm.md
│ │ │ └── trainer.py
│ │ ├── requirements.txt
│ │ └── run_example.sh
│ ├── rpc/
│ │ ├── batch/
│ │ │ ├── README.md
│ │ │ ├── parameter_server.py
│ │ │ ├── reinforce.py
│ │ │ └── requirements.txt
│ │ ├── ddp_rpc/
│ │ │ ├── README.md
│ │ │ ├── main.py
│ │ │ └── requirements.txt
│ │ ├── parameter_server/
│ │ │ ├── README.md
│ │ │ ├── requirements.txt
│ │ │ └── rpc_parameter_server.py
│ │ ├── pipeline/
│ │ │ ├── README.md
│ │ │ ├── main.py
│ │ │ └── requirements.txt
│ │ ├── rl/
│ │ │ ├── README.md
│ │ │ ├── main.py
│ │ │ └── requirements.txt
│ │ └── rnn/
│ │ ├── README.md
│ │ ├── main.py
│ │ ├── requirements.txt
│ │ └── rnn.py
│ └── tensor_parallelism/
│ ├── README.md
│ ├── fsdp_tp_example.py
│ ├── llama2_model.py
│ ├── log_utils.py
│ ├── requirements.txt
│ ├── run_example.sh
│ ├── sequence_parallel_example.py
│ └── tensor_parallel_example.py
├── docs/
│ ├── Makefile
│ ├── make.bat
│ ├── requirements.txt
│ └── source/
│ ├── _static/
│ │ └── .gitkeep
│ ├── conf.py
│ └── index.rst
├── fast_neural_style/
│ ├── README.md
│ ├── download_saved_models.py
│ ├── neural_style/
│ │ ├── __init__.py
│ │ ├── neural_style.py
│ │ ├── transformer_net.py
│ │ ├── utils.py
│ │ └── vgg.py
│ └── requirements.txt
├── fx/
│ ├── README.md
│ ├── custom_tracer.py
│ ├── inline_function.py
│ ├── invert.py
│ ├── module_tracer.py
│ ├── native_interpreter/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ ├── interpreter.cpp
│ │ └── use_interpreter.py
│ ├── primitive_library.py
│ ├── profiling_tracer.py
│ ├── proxy_based_graph_creation.py
│ ├── replace_op.py
│ ├── requirements.txt
│ ├── subgraph_rewriter_basic_use.py
│ └── wrap_output_dynamically.py
├── gat/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── gcn/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── imagenet/
│ ├── README.md
│ ├── extract_ILSVRC.sh
│ ├── main.py
│ └── requirements.txt
├── language_translation/
│ ├── README.md
│ ├── main.py
│ ├── requirements.txt
│ └── src/
│ ├── data.py
│ └── model.py
├── legacy/
│ └── snli/
│ ├── README.md
│ ├── model.py
│ ├── requirements.txt
│ ├── train.py
│ └── util.py
├── mnist/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── mnist_forward_forward/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── mnist_hogwild/
│ ├── README.md
│ ├── main.py
│ ├── requirements.txt
│ └── train.py
├── mnist_rnn/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── regression/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── reinforcement_learning/
│ ├── README.md
│ ├── actor_critic.py
│ ├── reinforce.py
│ └── requirements.txt
├── run_cpp_examples.sh
├── run_distributed_examples.sh
├── run_python_examples.sh
├── runtime.txt
├── siamese_network/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── super_resolution/
│ ├── README.md
│ ├── data.py
│ ├── dataset.py
│ ├── main.py
│ ├── model.py
│ ├── requirements.txt
│ └── super_resolve.py
├── time_sequence_prediction/
│ ├── README.md
│ ├── generate_sine_wave.py
│ ├── requirements.txt
│ └── train.py
├── utils.sh
├── vae/
│ ├── README.md
│ ├── main.py
│ ├── requirements.txt
│ └── results/
│ └── .gitignore
└── word_language_model/
├── README.md
├── data.py
├── generate.py
├── main.py
├── model.py
└── requirements.txt
================================================
FILE CONTENTS
================================================
================================================
FILE: .github/ISSUE_TEMPLATE/bug_template.md
================================================
---
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
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## Steps to Reproduce
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<!--- reproduce this bug. Include code to reproduce, if relevant -->
1.
2.
...
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================================================
FILE: .github/ISSUE_TEMPLATE/doc_template.md
================================================
---
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
================================================
FILE: .github/ISSUE_TEMPLATE/feature_template.md
================================================
---
name: "\U0001F680 Feature request"
about: Suggest a new example or an improvement to the repo
---
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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.
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## Describe the solution
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## Describe alternatives solution
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================================================
FILE: .github/PULL_REQUEST_TEMPLATE/pull_request_template.md
================================================
---
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?
================================================
FILE: .github/workflows/doc-build.yml
================================================
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@v4
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.
================================================
FILE: .github/workflows/main_cpp.yml
================================================
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"
================================================
FILE: .github/workflows/main_distributed.yaml
================================================
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@v4
- name: Set up Python 3.10
uses: actions/setup-python@v5
with:
python-version: '3.10'
- name: Install PyTorch
uses: astral-sh/setup-uv@v6
- name: Run Tests
env:
USE_CUDA: 'True'
VIRTUAL_ENV: '.venv'
PIP_INSTALL_ARGS: '--pre -f https://download.pytorch.org/whl/nightly/cu118/torch_nightly.html'
run: |
./run_distributed_examples.sh
- 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: ''
================================================
FILE: .github/workflows/main_python.yml
================================================
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@v4
- name: Set up Python 3.10
uses: actions/setup-python@v5
with:
python-version: '3.10'
- name: Install uv
uses: astral-sh/setup-uv@v6
- name: Run Tests
env:
VIRTUAL_ENV: '.venv'
PIP_INSTAL_ARGS: '--pre -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html'
run: |
./run_python_examples.sh
- 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: ''
================================================
FILE: .gitignore
================================================
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
================================================
FILE: CODEOWNERS
================================================
# 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/
================================================
FILE: CODE_OF_CONDUCT.md
================================================
# Code of Conduct
## Our Pledge
In the interest of fostering an open and welcoming environment, we as
contributors and maintainers pledge to make participation in our project and
our community a harassment-free experience for everyone, regardless of age, body
size, disability, ethnicity, sex characteristics, gender identity and expression,
level of experience, education, socio-economic status, nationality, personal
appearance, race, religion, or sexual identity and orientation.
## Our Standards
Examples of behavior that contributes to creating a positive environment
include:
- Using welcoming and inclusive language
- Being respectful of differing viewpoints and experiences
- Gracefully accepting constructive criticism
- Focusing on what is best for the community
- Showing empathy towards other community members
Examples of unacceptable behavior by participants include:
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advances
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- Public or private harassment
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## Our Responsibilities
Project maintainers are responsible for clarifying the standards of acceptable
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Project maintainers have the right and responsibility to remove, edit, or
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## Scope
This Code of Conduct applies within all project spaces, and it also applies when
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Examples of representing a project or community include using an official
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## Enforcement
Instances of abusive, harassing, or otherwise unacceptable behavior may be
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Further details of specific enforcement policies may be posted separately.
Project maintainers who do not follow or enforce the Code of Conduct in good
faith may face temporary or permanent repercussions as determined by other
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## Attribution
This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4,
available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html
[homepage]: https://www.contributor-covenant.org
For answers to common questions about this code of conduct, see
https://www.contributor-covenant.org/faq
================================================
FILE: CONTRIBUTING.md
================================================
# Contributing to examples
We want to make contributing to this project as easy and transparent as
possible.
## Pull Requests
We actively welcome your pull requests.
If you're new, we encourage you to take a look at issues tagged with [good first issue](https://github.com/pytorch/examples/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22)
### For new examples
0. Create a GitHub issue proposing a new example and make sure it's substantially different from an existing one.
1. Fork the repo and create your branch from `main`.
2. If you've added code that should be tested, add tests to `run_python_examples.sh`.
3. Create a `README.md`.
4. Add a card with a brief description of your example and link to the repo to
the `docs/source/index.rst` file and build the docs by running:
```
cd docs
virtualenv venv
source venv/bin/activate
pip install -r requirements.txt
make html
```
When done working with `virtualenv`, run `deactivate`.
5. Verify that there are no issues in your doc build. You can check the preview locally
by installing [sphinx-serve](https://pypi.org/project/sphinx-serve/)
then running `sphinx-serve -b build`.
6. Ensure your test passes locally.
7. If you haven't already, complete the Contributor License Agreement ("CLA").
8. Address any feedback in code review promptly.
## For bug fixes
1. Fork the repo and create your branch from `main`.
2. Make sure you have a GPU-enabled machine, either locally or in the cloud. `g4dn.4xlarge` is a good starting point on AWS.
3. Make your code change.
4. Install `uv`.
5. Then, make sure that `VIRTUAL_ENV=.venv ./run_python_examples.sh` passes locally by running the script end to end.
6. If you haven't already, complete the Contributor License Agreement ("CLA").
7. Address any feedback in code review promptly.
## Contributor License Agreement ("CLA")
To accept your pull request, we need you to submit a CLA. You only need
to do this once to work on any of Facebook's open source projects.
Complete your CLA here: <https://code.facebook.com/cla>
## Issues
We use GitHub issues to track public bugs. Please ensure your description is
clear and has sufficient instructions to be able to reproduce the issue.
## License
By contributing to examples, you agree that your contributions will be licensed
under the LICENSE file in the root directory of this source tree.
================================================
FILE: LICENSE
================================================
BSD 3-Clause License
Copyright (c) 2017, Pytorch contributors
All rights reserved.
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:
* Redistributions of source code must retain the above copyright notice, this
list of conditions and the following disclaimer.
* Redistributions in binary form must reproduce the above copyright notice,
this list of conditions and the following disclaimer in the documentation
and/or other materials provided with the distribution.
* Neither the name of the copyright holder nor the names of its
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
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SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
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OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
================================================
FILE: README.md
================================================
# PyTorch Examples
https://pytorch.org/examples/
`pytorch/examples` is a repository showcasing examples of using [PyTorch](https://github.com/pytorch/pytorch). The goal is to have curated, short, few/no dependencies _high quality_ examples that are substantially different from each other that can be emulated in your existing work.
- For tutorials: https://github.com/pytorch/tutorials
- For changes to pytorch.org: https://github.com/pytorch/pytorch.github.io
- For a general model hub: https://pytorch.org/hub/ or https://huggingface.co/models
- For recipes on how to run PyTorch in production: https://github.com/facebookresearch/recipes
- For general Q&A and support: https://discuss.pytorch.org/
## Available models
- [Image classification (MNIST) using Convnets](./mnist/README.md)
- [Word-level Language Modeling using RNN and Transformer](./word_language_model/README.md)
- [Training Imagenet Classifiers with Popular Networks](./imagenet/README.md)
- [Generative Adversarial Networks (DCGAN)](./dcgan/README.md)
- [Variational Auto-Encoders](./vae/README.md)
- [Superresolution using an efficient sub-pixel convolutional neural network](./super_resolution/README.md)
- [Hogwild training of shared ConvNets across multiple processes on MNIST](mnist_hogwild)
- [Training a CartPole to balance with actor-critic](./reinforcement_learning/README.md)
- [Natural Language Inference (SNLI) with GloVe vectors, LSTMs, and torchtext](snli)
- [Time sequence prediction - use an LSTM to learn Sine waves](./time_sequence_prediction/README.md)
- [Implement the Neural Style Transfer algorithm on images](./fast_neural_style/README.md)
- [Reinforcement Learning with Actor Critic and REINFORCE algorithms on OpenAI gym](./reinforcement_learning/README.md)
- [PyTorch Module Transformations using fx](./fx/README.md)
- Distributed PyTorch examples with [Distributed Data Parallel](./distributed/ddp/README.md) and [RPC](./distributed/rpc)
- [Several examples illustrating the C++ Frontend](cpp)
- [Image Classification Using Forward-Forward](./mnist_forward_forward/README.md)
- [Language Translation using Transformers](./language_translation/README.md)
Additionally, a list of good examples hosted in their own repositories:
- [Neural Machine Translation using sequence-to-sequence RNN with attention (OpenNMT)](https://github.com/OpenNMT/OpenNMT-py)
## Contributing
If you'd like to contribute your own example or fix a bug please make sure to take a look at [CONTRIBUTING.md](CONTRIBUTING.md).
================================================
FILE: cpp/.clang-format
================================================
---
AccessModifierOffset: -1
AlignAfterOpenBracket: AlwaysBreak
AlignConsecutiveAssignments: false
AlignConsecutiveDeclarations: false
AlignEscapedNewlinesLeft: true
AlignOperands: false
AlignTrailingComments: false
AllowAllParametersOfDeclarationOnNextLine: false
AllowShortBlocksOnASingleLine: false
AllowShortCaseLabelsOnASingleLine: false
AllowShortFunctionsOnASingleLine: Empty
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AllowShortLoopsOnASingleLine: false
AlwaysBreakAfterReturnType: None
AlwaysBreakBeforeMultilineStrings: true
AlwaysBreakTemplateDeclarations: true
BinPackArguments: false
BinPackParameters: false
BraceWrapping:
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AfterControlStatement: false
AfterEnum: false
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BeforeCatch: false
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BreakBeforeBinaryOperators: None
BreakBeforeBraces: Attach
BreakBeforeTernaryOperators: true
BreakConstructorInitializersBeforeComma: false
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ConstructorInitializerAllOnOneLineOrOnePerLine: true
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DisableFormat: false
ForEachMacros: [ FOR_EACH_RANGE, FOR_EACH, ]
IncludeCategories:
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Priority: 1
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IndentCaseLabels: true
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Standard: Cpp11
TabWidth: 8
UseTab: Never
...
================================================
FILE: cpp/autograd/CMakeLists.txt
================================================
cmake_minimum_required(VERSION 3.5)
project(autograd)
set(CMAKE_CXX_STANDARD 17)
find_package(Torch REQUIRED)
add_executable(${PROJECT_NAME} "autograd.cpp")
target_link_libraries(${PROJECT_NAME} "${TORCH_LIBRARIES}")
# The following code block is suggested to be used on Windows.
# According to https://github.com/pytorch/pytorch/issues/25457,
# the DLLs need to be copied to avoid memory errors.
if (MSVC)
file(GLOB TORCH_DLLS "${TORCH_INSTALL_PREFIX}/lib/*.dll")
add_custom_command(TARGET ${PROJECT_NAME}
POST_BUILD
COMMAND ${CMAKE_COMMAND} -E copy_if_different
${TORCH_DLLS}
$<TARGET_FILE_DIR:${PROJECT_NAME}>)
endif (MSVC)
================================================
FILE: cpp/autograd/README.md
================================================
# C++ autograd example
`autograd.cpp` contains several examples of doing autograd in PyTorch C++ frontend.
To build the code, run the following commands from your terminal:
```shell
$ cd autograd
$ mkdir build
$ cd build
$ cmake -DCMAKE_PREFIX_PATH=/path/to/libtorch ..
$ make
```
where `/path/to/libtorch` should be the path to the unzipped _LibTorch_
distribution, which you can get from the [PyTorch
homepage](https://pytorch.org/get-started/locally/).
Execute the compiled binary to run:
```shell
$ ./autograd
====== Running: "Basic autograd operations" ======
1 1
1 1
[ CPUFloatType{2,2} ]
3 3
3 3
[ CPUFloatType{2,2} ]
AddBackward1
27 27
27 27
[ CPUFloatType{2,2} ]
MulBackward1
27
[ CPUFloatType{} ]
MeanBackward0
false
true
SumBackward0
4.5000 4.5000
4.5000 4.5000
[ CPUFloatType{2,2} ]
813.6625
1015.0142
-664.8849
[ CPUFloatType{3} ]
MulBackward1
204.8000
2048.0000
0.2048
[ CPUFloatType{3} ]
true
true
false
true
false
true
====== Running "Computing higher-order gradients in C++" ======
0.0025 0.0946 0.1474 0.1387
0.0238 -0.0018 0.0259 0.0094
0.0513 -0.0549 -0.0604 0.0210
[ CPUFloatType{3,4} ]
====== Running "Using custom autograd function in C++" ======
-3.5513 3.7160 3.6477
-3.5513 3.7160 3.6477
[ CPUFloatType{2,3} ]
0.3095 1.4035 -0.0349
0.3095 1.4035 -0.0349
0.3095 1.4035 -0.0349
0.3095 1.4035 -0.0349
[ CPUFloatType{4,3} ]
5.5000
5.5000
[ CPUFloatType{2} ]
```
================================================
FILE: cpp/autograd/autograd.cpp
================================================
#include <torch/torch.h>
#include <iostream>
using namespace torch::autograd;
void basic_autograd_operations_example() {
std::cout << "====== Running: \"Basic autograd operations\" ======" << std::endl;
// Create a tensor and set ``torch::requires_grad()`` to track computation with it
auto x = torch::ones({2, 2}, torch::requires_grad());
std::cout << x << std::endl;
// Do a tensor operation:
auto y = x + 2;
std::cout << y << std::endl;
// ``y`` was created as a result of an operation, so it has a ``grad_fn``.
std::cout << y.grad_fn()->name() << std::endl;
// Do more operations on ``y``
auto z = y * y * 3;
auto out = z.mean();
std::cout << z << std::endl;
std::cout << z.grad_fn()->name() << std::endl;
std::cout << out << std::endl;
std::cout << out.grad_fn()->name() << std::endl;
// ``.requires_grad_( ... )`` changes an existing tensor's ``requires_grad`` flag in-place.
auto a = torch::randn({2, 2});
a = ((a * 3) / (a - 1));
std::cout << a.requires_grad() << std::endl;
a.requires_grad_(true);
std::cout << a.requires_grad() << std::endl;
auto b = (a * a).sum();
std::cout << b.grad_fn()->name() << std::endl;
// Let's backprop now. Because ``out`` contains a single scalar, ``out.backward()``
// is equivalent to ``out.backward(torch::tensor(1.))``.
out.backward();
// Print gradients d(out)/dx
std::cout << x.grad() << std::endl;
// Now let's take a look at an example of vector-Jacobian product:
x = torch::randn(3, torch::requires_grad());
y = x * 2;
while (y.norm().item<double>() < 1000) {
y = y * 2;
}
std::cout << y << std::endl;
std::cout << y.grad_fn()->name() << std::endl;
// If we want the vector-Jacobian product, pass the vector to ``backward`` as argument:
auto v = torch::tensor({0.1, 1.0, 0.0001}, torch::kFloat);
y.backward(v);
std::cout << x.grad() << std::endl;
// You can also stop autograd from tracking history on tensors that require gradients
// either by putting ``torch::NoGradGuard`` in a code block
std::cout << x.requires_grad() << std::endl;
std::cout << x.pow(2).requires_grad() << std::endl;
{
torch::NoGradGuard no_grad;
std::cout << x.pow(2).requires_grad() << std::endl;
}
// Or by using ``.detach()`` to get a new tensor with the same content but that does
// not require gradients:
std::cout << x.requires_grad() << std::endl;
y = x.detach();
std::cout << y.requires_grad() << std::endl;
std::cout << x.eq(y).all().item<bool>() << std::endl;
}
void compute_higher_order_gradients_example() {
std::cout << "====== Running \"Computing higher-order gradients in C++\" ======" << std::endl;
// One of the applications of higher-order gradients is calculating gradient penalty.
// Let's see an example of it using ``torch::autograd::grad``:
auto model = torch::nn::Linear(4, 3);
auto input = torch::randn({3, 4}).requires_grad_(true);
auto output = model(input);
// Calculate loss
auto target = torch::randn({3, 3});
auto loss = torch::nn::MSELoss()(output, target);
// Use norm of gradients as penalty
auto grad_output = torch::ones_like(output);
auto gradient = torch::autograd::grad({output}, {input}, /*grad_outputs=*/{grad_output}, /*create_graph=*/true)[0];
auto gradient_penalty = torch::pow((gradient.norm(2, /*dim=*/1) - 1), 2).mean();
// Add gradient penalty to loss
auto combined_loss = loss + gradient_penalty;
combined_loss.backward();
std::cout << input.grad() << std::endl;
}
// Inherit from Function
class LinearFunction : public Function<LinearFunction> {
public:
// Note that both forward and backward are static functions
// bias is an optional argument
static torch::Tensor forward(
AutogradContext *ctx, torch::Tensor input, torch::Tensor weight, torch::Tensor bias = torch::Tensor()) {
ctx->save_for_backward({input, weight, bias});
auto output = input.mm(weight.t());
if (bias.defined()) {
output += bias.unsqueeze(0).expand_as(output);
}
return output;
}
static tensor_list backward(AutogradContext *ctx, tensor_list grad_outputs) {
auto saved = ctx->get_saved_variables();
auto input = saved[0];
auto weight = saved[1];
auto bias = saved[2];
auto grad_output = grad_outputs[0];
auto grad_input = grad_output.mm(weight);
auto grad_weight = grad_output.t().mm(input);
auto grad_bias = torch::Tensor();
if (bias.defined()) {
grad_bias = grad_output.sum(0);
}
return {grad_input, grad_weight, grad_bias};
}
};
class MulConstant : public Function<MulConstant> {
public:
static torch::Tensor forward(AutogradContext *ctx, torch::Tensor tensor, double constant) {
// ctx is a context object that can be used to stash information
// for backward computation
ctx->saved_data["constant"] = constant;
return tensor * constant;
}
static tensor_list backward(AutogradContext *ctx, tensor_list grad_outputs) {
// We return as many input gradients as there were arguments.
// Gradients of non-tensor arguments to forward must be `torch::Tensor()`.
return {grad_outputs[0] * ctx->saved_data["constant"].toDouble(), torch::Tensor()};
}
};
void custom_autograd_function_example() {
std::cout << "====== Running \"Using custom autograd function in C++\" ======" << std::endl;
{
auto x = torch::randn({2, 3}).requires_grad_();
auto weight = torch::randn({4, 3}).requires_grad_();
auto y = LinearFunction::apply(x, weight);
y.sum().backward();
std::cout << x.grad() << std::endl;
std::cout << weight.grad() << std::endl;
}
{
auto x = torch::randn({2}).requires_grad_();
auto y = MulConstant::apply(x, 5.5);
y.sum().backward();
std::cout << x.grad() << std::endl;
}
}
int main() {
std::cout << std::boolalpha;
basic_autograd_operations_example();
std::cout << "\n";
compute_higher_order_gradients_example();
std::cout << "\n";
custom_autograd_function_example();
}
================================================
FILE: cpp/custom-dataset/CMakeLists.txt
================================================
cmake_minimum_required(VERSION 3.5)
project(custom-dataset)
set(CMAKE_CXX_STANDARD 17)
find_package(Torch REQUIRED)
find_package(OpenCV REQUIRED COMPONENTS core imgproc imgcodecs)
message(STATUS "OpenCV include dirs: ${OpenCV_INCLUDE_DIRS}")
message(STATUS "OpenCV libraries: ${OpenCV_LIBS}")
include_directories(${OpenCV_INCLUDE_DIRS})
add_executable(${PROJECT_NAME} "custom-dataset.cpp")
target_link_libraries(${PROJECT_NAME} "${OpenCV_LIBS}")
target_link_libraries(${PROJECT_NAME} "${TORCH_LIBRARIES}")
configure_file("info.txt" "info.txt" COPYONLY)
# The following code block is suggested to be used on Windows.
# According to https://github.com/pytorch/pytorch/issues/25457,
# the DLLs need to be copied to avoid memory errors.
if (MSVC)
file(GLOB TORCH_DLLS "${TORCH_INSTALL_PREFIX}/lib/*.dll")
add_custom_command(TARGET ${PROJECT_NAME}
POST_BUILD
COMMAND ${CMAKE_COMMAND} -E copy_if_different
${TORCH_DLLS}
$<TARGET_FILE_DIR:${PROJECT_NAME}>)
endif (MSVC)
================================================
FILE: cpp/custom-dataset/README.md
================================================
# Custom Dataset Example with the PyTorch C++ Frontend
This folder contains an example of loading a custom image dataset with OpenCV and training a model to label images, using the PyTorch C++ frontend.
The dataset used here is [Caltech 101](https://data.caltech.edu/records/mzrjq-6wc02) dataset.
The entire training code is contained in custom-data.cpp.
You can find instructions on how to install OpenCV [here](../tools/InstallingOpenCV.md).
To build the code, run the following commands from your terminal:
```shell
$ cd custom-dataset
$ mkdir build
$ cd build
$ cmake -DCMAKE_PREFIX_PATH=/path/to/libtorch ..
$ make
```
where /path/to/libtorch should be the path to the unzipped LibTorch distribution, which you can get from the [PyTorch homepage](https://pytorch.org/get-started/locally/).
If you see an error like `undefined reference to cv::imread(std::string const&, int)` when running the `make` command, you should build LibTorch from source using the instructions [here](https://github.com/pytorch/pytorch#from-source), and then set `CMAKE_PREFIX_PATH` to that PyTorch source directory. An alternative solution is to use `libtorch-cxx11-abi-shared-with-deps` instead of `libtorch-shared-with-deps` as the latter is not compatible with openCV (reported [here](https://discuss.pytorch.org/t/library-conflict-between-libtorch-and-opencv/64489)).
The build directory should look like this:
```
.
├── custom-dataset
├── dataset
│ ├── accordion
│ │ ├── image_0001.jpg
│ │ ├── ...
│ ├── airplanes
│ │ ├── ...
│ ├── ...
├── info.txt
└── Makefile
└── ...
```
`info.txt` file gets copied from source directory during build.
Execute the compiled binary to train the model:
```shell
./custom-dataset
Running on: CUDA
Train Epoch: 1 16/7281 Loss: 0.314655 Acc: 0
Train Epoch: 1 176/7281 Loss: 0.532111 Acc: 0.0681818
Train Epoch: 1 336/7281 Loss: 0.538482 Acc: 0.0714286
Train Epoch: 1 496/7281 Loss: 0.535302 Acc: 0.0705645
Train Epoch: 1 656/7281 Loss: 0.536113 Acc: 0.0716463
Train Epoch: 1 816/7281 Loss: 0.537626 Acc: 0.0784314
Train Epoch: 1 976/7281 Loss: 0.537055 Acc: 0.079918
...
```
================================================
FILE: cpp/custom-dataset/custom-dataset.cpp
================================================
#include <opencv2/opencv.hpp>
#include <stdint.h>
#include <torch/torch.h>
#include <fstream>
#include <iostream>
#include <string>
#include <vector>
#include <random>
struct Options {
int image_size = 224;
size_t train_batch_size = 8;
size_t test_batch_size = 200;
size_t iterations = 10;
size_t log_interval = 20;
// path must end in delimiter
std::string datasetPath = "./dataset/";
std::string infoFilePath = "info.txt";
torch::DeviceType device = torch::kCPU;
};
static Options options;
using Data = std::vector<std::pair<std::string, long>>;
class CustomDataset : public torch::data::datasets::Dataset<CustomDataset> {
using Example = torch::data::Example<>;
const Data data;
public:
CustomDataset(const Data& data) : data(data) {}
Example get(size_t index) {
std::string path = options.datasetPath + data[index].first;
auto mat = cv::imread(path);
assert(!mat.empty());
cv::resize(mat, mat, cv::Size(options.image_size, options.image_size));
std::vector<cv::Mat> channels(3);
cv::split(mat, channels);
auto R = torch::from_blob(
channels[2].ptr(),
{options.image_size, options.image_size},
torch::kUInt8);
auto G = torch::from_blob(
channels[1].ptr(),
{options.image_size, options.image_size},
torch::kUInt8);
auto B = torch::from_blob(
channels[0].ptr(),
{options.image_size, options.image_size},
torch::kUInt8);
auto tdata = torch::cat({R, G, B})
.view({3, options.image_size, options.image_size})
.to(torch::kFloat);
auto tlabel = torch::tensor(data[index].second, torch::kLong);
return {tdata, tlabel};
}
torch::optional<size_t> size() const {
return data.size();
}
};
std::pair<Data, Data> readInfo() {
std::random_device randomDevice;
std::mt19937 mersenneTwisterGenerator(randomDevice());
Data train, test;
std::ifstream stream(options.infoFilePath);
assert(stream.is_open());
long label;
std::string path, type;
while (true) {
stream >> path >> label >> type;
if (type == "train")
train.push_back(std::make_pair(path, label));
else if (type == "test")
test.push_back(std::make_pair(path, label));
else
assert(false);
if (stream.eof())
break;
}
std::shuffle(train.begin(), train.end(), mersenneTwisterGenerator);
std::shuffle(test.begin(), test.end(), mersenneTwisterGenerator);
return std::make_pair(train, test);
}
struct NetworkImpl : torch::nn::SequentialImpl {
NetworkImpl() {
using namespace torch::nn;
auto stride = torch::ExpandingArray<2>({2, 2});
torch::ExpandingArray<2> shape({-1, 256 * 6 * 6});
push_back(Conv2d(Conv2dOptions(3, 64, 11).stride(4).padding(2)));
push_back(Functional(torch::relu));
push_back(Functional(torch::max_pool2d, 3, stride, 0, 1, false));
push_back(Conv2d(Conv2dOptions(64, 192, 5).padding(2)));
push_back(Functional(torch::relu));
push_back(Functional(torch::max_pool2d, 3, stride, 0, 1, false));
push_back(Conv2d(Conv2dOptions(192, 384, 3).padding(1)));
push_back(Functional(torch::relu));
push_back(Conv2d(Conv2dOptions(384, 256, 3).padding(1)));
push_back(Functional(torch::relu));
push_back(Conv2d(Conv2dOptions(256, 256, 3).padding(1)));
push_back(Functional(torch::relu));
push_back(Functional(torch::max_pool2d, 3, stride, 0, 1, false));
push_back(Functional(torch::reshape, shape));
push_back(Dropout());
push_back(Linear(256 * 6 * 6, 4096));
push_back(Functional(torch::relu));
push_back(Dropout());
push_back(Linear(4096, 4096));
push_back(Functional(torch::relu));
push_back(Linear(4096, 102));
push_back(Functional(
[](torch::Tensor input) { return torch::log_softmax(input, 1); }));
}
};
TORCH_MODULE(Network);
template <typename DataLoader>
void train(
Network& network,
DataLoader& loader,
torch::optim::Optimizer& optimizer,
size_t epoch,
size_t data_size) {
size_t index = 0;
network->train();
float Loss = 0, Acc = 0;
for (auto& batch : loader) {
auto data = batch.data.to(options.device);
auto targets = batch.target.to(options.device).view({-1});
auto output = network->forward(data);
auto loss = torch::nll_loss(output, targets);
assert(!std::isnan(loss.template item<float>()));
auto acc = output.argmax(1).eq(targets).sum();
optimizer.zero_grad();
loss.backward();
optimizer.step();
Loss += loss.template item<float>();
Acc += acc.template item<float>();
if (index++ % options.log_interval == 0) {
auto end = std::min(data_size, (index + 1) * options.train_batch_size);
std::cout << "Train Epoch: " << epoch << " " << end << "/" << data_size
<< "\tLoss: " << Loss / end << "\tAcc: " << Acc / end
<< std::endl;
}
}
}
template <typename DataLoader>
void test(Network& network, DataLoader& loader, size_t data_size) {
size_t index = 0;
network->eval();
torch::NoGradGuard no_grad;
float Loss = 0, Acc = 0;
for (const auto& batch : loader) {
auto data = batch.data.to(options.device);
auto targets = batch.target.to(options.device).view({-1});
auto output = network->forward(data);
auto loss = torch::nll_loss(output, targets);
assert(!std::isnan(loss.template item<float>()));
auto acc = output.argmax(1).eq(targets).sum();
Loss += loss.template item<float>();
Acc += acc.template item<float>();
}
if (index++ % options.log_interval == 0)
std::cout << "Test Loss: " << Loss / data_size
<< "\tAcc: " << Acc / data_size << std::endl;
}
int main() {
torch::manual_seed(1);
if (torch::cuda::is_available())
options.device = torch::kCUDA;
std::cout << "Running on: "
<< (options.device == torch::kCUDA ? "CUDA" : "CPU") << std::endl;
const auto data = readInfo();
auto train_set =
CustomDataset(data.first).map(torch::data::transforms::Stack<>());
auto train_size = train_set.size().value();
auto train_loader =
torch::data::make_data_loader<torch::data::samplers::SequentialSampler>(
std::move(train_set), options.train_batch_size);
auto test_set =
CustomDataset(data.second).map(torch::data::transforms::Stack<>());
auto test_size = test_set.size().value();
auto test_loader =
torch::data::make_data_loader<torch::data::samplers::SequentialSampler>(
std::move(test_set), options.test_batch_size);
Network network;
network->to(options.device);
torch::optim::SGD optimizer(
network->parameters(), torch::optim::SGDOptions(0.001).momentum(0.5));
for (size_t i = 0; i < options.iterations; ++i) {
train(network, *train_loader, optimizer, i + 1, train_size);
std::cout << std::endl;
test(network, *test_loader, test_size);
std::cout << std::endl;
}
return 0;
}
================================================
FILE: cpp/custom-dataset/info.txt
================================================
airplanes/image_0316.jpg 0 train
airplanes/image_0716.jpg 0 train
airplanes/image_0258.jpg 0 train
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Motorbikes
gitextract_f9lneout/
├── .github/
│ ├── ISSUE_TEMPLATE/
│ │ ├── bug_template.md
│ │ ├── doc_template.md
│ │ └── feature_template.md
│ ├── PULL_REQUEST_TEMPLATE/
│ │ └── pull_request_template.md
│ └── workflows/
│ ├── doc-build.yml
│ ├── main_cpp.yml
│ ├── main_distributed.yaml
│ └── main_python.yml
├── .gitignore
├── CODEOWNERS
├── CODE_OF_CONDUCT.md
├── CONTRIBUTING.md
├── LICENSE
├── README.md
├── cpp/
│ ├── .clang-format
│ ├── autograd/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ └── autograd.cpp
│ ├── custom-dataset/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ ├── custom-dataset.cpp
│ │ └── info.txt
│ ├── dcgan/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ ├── dcgan.cpp
│ │ └── display_samples.py
│ ├── distributed/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ └── dist-mnist.cpp
│ ├── mnist/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ └── mnist.cpp
│ ├── regression/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ └── regression.cpp
│ ├── tools/
│ │ ├── InstallingOpenCV.md
│ │ └── download_mnist.py
│ └── transfer-learning/
│ ├── CMakeLists.txt
│ ├── README.md
│ ├── classify.cpp
│ ├── convert.py
│ ├── main.cpp
│ └── main.h
├── dcgan/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── distributed/
│ ├── FSDP/
│ │ ├── .gitignore
│ │ ├── README.md
│ │ ├── T5_training.py
│ │ ├── configs/
│ │ │ ├── __init__.py
│ │ │ ├── fsdp.py
│ │ │ └── training.py
│ │ ├── download_dataset.sh
│ │ ├── model_checkpointing/
│ │ │ ├── __init__.py
│ │ │ └── checkpoint_handler.py
│ │ ├── policies/
│ │ │ ├── __init__.py
│ │ │ ├── activation_checkpointing_functions.py
│ │ │ ├── mixed_precision.py
│ │ │ └── wrapping.py
│ │ ├── requirements.txt
│ │ ├── summarization_dataset.py
│ │ └── utils/
│ │ ├── __init__.py
│ │ ├── environment.py
│ │ └── train_utils.py
│ ├── FSDP2/
│ │ ├── README.md
│ │ ├── checkpoint.py
│ │ ├── example.py
│ │ ├── model.py
│ │ ├── requirements.txt
│ │ ├── run_example.sh
│ │ └── utils.py
│ ├── ddp/
│ │ ├── README.md
│ │ ├── example.py
│ │ ├── requirements.txt
│ │ └── run_example.sh
│ ├── ddp-tutorial-series/
│ │ ├── README.md
│ │ ├── datautils.py
│ │ ├── multigpu.py
│ │ ├── multigpu_torchrun.py
│ │ ├── multinode.py
│ │ ├── requirements.txt
│ │ ├── single_gpu.py
│ │ └── slurm/
│ │ ├── config.yaml.template
│ │ ├── sbatch_run.sh
│ │ └── setup_pcluster_slurm.md
│ ├── minGPT-ddp/
│ │ ├── README.md
│ │ ├── mingpt/
│ │ │ ├── char_dataset.py
│ │ │ ├── gpt2_train_cfg.yaml
│ │ │ ├── main.py
│ │ │ ├── model.py
│ │ │ ├── slurm/
│ │ │ │ ├── config.yaml.template
│ │ │ │ ├── sbatch_run.sh
│ │ │ │ └── setup_pcluster_slurm.md
│ │ │ └── trainer.py
│ │ ├── requirements.txt
│ │ └── run_example.sh
│ ├── rpc/
│ │ ├── batch/
│ │ │ ├── README.md
│ │ │ ├── parameter_server.py
│ │ │ ├── reinforce.py
│ │ │ └── requirements.txt
│ │ ├── ddp_rpc/
│ │ │ ├── README.md
│ │ │ ├── main.py
│ │ │ └── requirements.txt
│ │ ├── parameter_server/
│ │ │ ├── README.md
│ │ │ ├── requirements.txt
│ │ │ └── rpc_parameter_server.py
│ │ ├── pipeline/
│ │ │ ├── README.md
│ │ │ ├── main.py
│ │ │ └── requirements.txt
│ │ ├── rl/
│ │ │ ├── README.md
│ │ │ ├── main.py
│ │ │ └── requirements.txt
│ │ └── rnn/
│ │ ├── README.md
│ │ ├── main.py
│ │ ├── requirements.txt
│ │ └── rnn.py
│ └── tensor_parallelism/
│ ├── README.md
│ ├── fsdp_tp_example.py
│ ├── llama2_model.py
│ ├── log_utils.py
│ ├── requirements.txt
│ ├── run_example.sh
│ ├── sequence_parallel_example.py
│ └── tensor_parallel_example.py
├── docs/
│ ├── Makefile
│ ├── make.bat
│ ├── requirements.txt
│ └── source/
│ ├── _static/
│ │ └── .gitkeep
│ ├── conf.py
│ └── index.rst
├── fast_neural_style/
│ ├── README.md
│ ├── download_saved_models.py
│ ├── neural_style/
│ │ ├── __init__.py
│ │ ├── neural_style.py
│ │ ├── transformer_net.py
│ │ ├── utils.py
│ │ └── vgg.py
│ └── requirements.txt
├── fx/
│ ├── README.md
│ ├── custom_tracer.py
│ ├── inline_function.py
│ ├── invert.py
│ ├── module_tracer.py
│ ├── native_interpreter/
│ │ ├── CMakeLists.txt
│ │ ├── README.md
│ │ ├── interpreter.cpp
│ │ └── use_interpreter.py
│ ├── primitive_library.py
│ ├── profiling_tracer.py
│ ├── proxy_based_graph_creation.py
│ ├── replace_op.py
│ ├── requirements.txt
│ ├── subgraph_rewriter_basic_use.py
│ └── wrap_output_dynamically.py
├── gat/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── gcn/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── imagenet/
│ ├── README.md
│ ├── extract_ILSVRC.sh
│ ├── main.py
│ └── requirements.txt
├── language_translation/
│ ├── README.md
│ ├── main.py
│ ├── requirements.txt
│ └── src/
│ ├── data.py
│ └── model.py
├── legacy/
│ └── snli/
│ ├── README.md
│ ├── model.py
│ ├── requirements.txt
│ ├── train.py
│ └── util.py
├── mnist/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── mnist_forward_forward/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── mnist_hogwild/
│ ├── README.md
│ ├── main.py
│ ├── requirements.txt
│ └── train.py
├── mnist_rnn/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── regression/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── reinforcement_learning/
│ ├── README.md
│ ├── actor_critic.py
│ ├── reinforce.py
│ └── requirements.txt
├── run_cpp_examples.sh
├── run_distributed_examples.sh
├── run_python_examples.sh
├── runtime.txt
├── siamese_network/
│ ├── README.md
│ ├── main.py
│ └── requirements.txt
├── super_resolution/
│ ├── README.md
│ ├── data.py
│ ├── dataset.py
│ ├── main.py
│ ├── model.py
│ ├── requirements.txt
│ └── super_resolve.py
├── time_sequence_prediction/
│ ├── README.md
│ ├── generate_sine_wave.py
│ ├── requirements.txt
│ └── train.py
├── utils.sh
├── vae/
│ ├── README.md
│ ├── main.py
│ ├── requirements.txt
│ └── results/
│ └── .gitignore
└── word_language_model/
├── README.md
├── data.py
├── generate.py
├── main.py
├── model.py
└── requirements.txt
SYMBOL INDEX (620 symbols across 88 files)
FILE: cpp/autograd/autograd.cpp
function basic_autograd_operations_example (line 6) | void basic_autograd_operations_example() {
function compute_higher_order_gradients_example (line 82) | void compute_higher_order_gradients_example() {
class LinearFunction (line 110) | class LinearFunction : public Function<LinearFunction> {
method forward (line 115) | static torch::Tensor forward(
method tensor_list (line 125) | static tensor_list backward(AutogradContext *ctx, tensor_list grad_out...
class MulConstant (line 143) | class MulConstant : public Function<MulConstant> {
method forward (line 145) | static torch::Tensor forward(AutogradContext *ctx, torch::Tensor tenso...
method tensor_list (line 152) | static tensor_list backward(AutogradContext *ctx, tensor_list grad_out...
function custom_autograd_function_example (line 159) | void custom_autograd_function_example() {
function main (line 179) | int main() {
FILE: cpp/custom-dataset/custom-dataset.cpp
type Options (line 10) | struct Options {
class CustomDataset (line 26) | class CustomDataset : public torch::data::datasets::Dataset<CustomDatase...
method CustomDataset (line 32) | CustomDataset(const Data& data) : data(data) {}
method Example (line 34) | Example get(size_t index) {
method size (line 63) | torch::optional<size_t> size() const {
function readInfo (line 68) | std::pair<Data, Data> readInfo() {
type NetworkImpl (line 98) | struct NetworkImpl : torch::nn::SequentialImpl {
method NetworkImpl (line 99) | NetworkImpl() {
function train (line 132) | void train(
function test (line 169) | void test(Network& network, DataLoader& loader, size_t data_size) {
function main (line 193) | int main() {
FILE: cpp/dcgan/dcgan.cpp
type DCGANGeneratorImpl (line 31) | struct DCGANGeneratorImpl : nn::Module {
method DCGANGeneratorImpl (line 32) | DCGANGeneratorImpl(int kNoiseSize)
method forward (line 61) | torch::Tensor forward(torch::Tensor x) {
function create_discriminator (line 75) | nn::Sequential create_discriminator() {
function main (line 94) | int main(int argc, const char* argv[]) {
FILE: cpp/distributed/dist-mnist.cpp
type Model (line 6) | struct Model : torch::nn::Module {
method Model (line 7) | Model()
method forward (line 19) | torch::Tensor forward(torch::Tensor x) {
function waitWork (line 37) | void waitWork(
function main (line 50) | int main(int argc, char* argv[]) {
FILE: cpp/mnist/mnist.cpp
type Net (line 24) | struct Net : torch::nn::Module {
method Net (line 25) | Net()
method forward (line 37) | torch::Tensor forward(torch::Tensor x) {
function train (line 56) | void train(
function test (line 86) | void test(
function main (line 115) | auto main() -> int {
FILE: cpp/regression/regression.cpp
function make_features (line 10) | torch::Tensor make_features(torch::Tensor x) {
function f (line 19) | torch::Tensor f(
function poly_desc (line 27) | std::string poly_desc(torch::Tensor W, torch::Tensor b) {
function get_batch (line 39) | std::pair<torch::Tensor, torch::Tensor> get_batch(
function main (line 49) | int main() {
FILE: cpp/tools/download_mnist.py
function report_download_progress (line 25) | def report_download_progress(chunk_number, chunk_size, file_size):
function download (line 32) | def download(destination_path, url, quiet):
function unzip (line 49) | def unzip(zipped_path, quiet):
function main (line 62) | def main():
FILE: cpp/transfer-learning/classify.cpp
function load_images (line 16) | std::vector<std::string> load_images(std::string folder_name) {
function print_probabilities (line 33) | void print_probabilities(std::string loc, std::string model_path, std::s...
function main (line 61) | int main(int arc, char** argv)
FILE: cpp/transfer-learning/main.cpp
function read_data (line 10) | torch::Tensor read_data(std::string location) {
function read_label (line 29) | torch::Tensor read_label(int label) {
function process_images (line 44) | std::vector<torch::Tensor> process_images(std::vector<std::string> list_...
function process_labels (line 63) | std::vector<torch::Tensor> process_labels(std::vector<int> list_labels) {
function load_data_from_folder (line 82) | std::pair<std::vector<std::string>,std::vector<int>> load_data_from_fold...
function train (line 123) | void train(torch::jit::script::Module net, torch::nn::Linear lin, Datalo...
function test (line 192) | void test(torch::jit::script::Module network, torch::nn::Linear lin, Dat...
function main (line 234) | int main(int argc, const char * argv[]) {
FILE: cpp/transfer-learning/main.h
function class (line 43) | class CustomDataset : public torch::data::Dataset<CustomDataset> {
FILE: dcgan/main.py
function weights_init (line 117) | def weights_init(m):
class Generator (line 126) | class Generator(nn.Module):
method __init__ (line 127) | def __init__(self, ngpu):
method forward (line 153) | def forward(self, input):
class Discriminator (line 169) | class Discriminator(nn.Module):
method __init__ (line 170) | def __init__(self, ngpu):
method forward (line 194) | def forward(self, input):
FILE: distributed/FSDP/T5_training.py
function get_policies (line 47) | def get_policies(cfg, rank):
function fsdp_main (line 76) | def fsdp_main(args):
FILE: distributed/FSDP/configs/fsdp.py
class fsdp_config (line 7) | class fsdp_config:
FILE: distributed/FSDP/configs/training.py
class train_config (line 6) | class train_config:
FILE: distributed/FSDP/model_checkpointing/checkpoint_handler.py
function get_date_of_run (line 31) | def get_date_of_run():
function load_model_sharded (line 44) | def load_model_sharded(model, rank, cfg, verbose=True):
function save_model_and_optimizer_sharded (line 82) | def save_model_and_optimizer_sharded(model, rank, cfg,optim=None, verbos...
function save_model_checkpoint (line 121) | def save_model_checkpoint(
function load_model_checkpoint (line 159) | def load_model_checkpoint(model, rank, cfg, verbose=True):
function save_optimizer_checkpoint (line 186) | def save_optimizer_checkpoint(model, optimizer, rank, cfg, epoch=1):
function load_optimizer_checkpoint (line 215) | def load_optimizer_checkpoint(model, optimizer, rank, cfg):
function load_distributed_model_checkpoint (line 244) | def load_distributed_model_checkpoint(model, rank, cfg):
function save_distributed_model_checkpoint (line 278) | def save_distributed_model_checkpoint(model, rank, cfg, epoch=1):
FILE: distributed/FSDP/policies/activation_checkpointing_functions.py
function apply_fsdp_checkpointing (line 23) | def apply_fsdp_checkpointing(model):
FILE: distributed/FSDP/policies/wrapping.py
function get_size_policy (line 27) | def get_size_policy(min_params=1e8):
function get_t5_wrapper (line 34) | def get_t5_wrapper():
FILE: distributed/FSDP/summarization_dataset.py
class wikihow (line 26) | class wikihow(Dataset):
method __init__ (line 27) | def __init__(self, tokenizer, type_path, num_samples, input_length, ou...
method __len__ (line 36) | def __len__(self):
method clean_text (line 39) | def clean_text(self, text):
method convert_to_features (line 49) | def convert_to_features(self, example_batch):
method __getitem__ (line 69) | def __getitem__(self, index):
function get_dataset (line 80) | def get_dataset(tokenizer, type_path, num_samples, args):
FILE: distributed/FSDP/utils/environment.py
function bfloat_support (line 20) | def bfloat_support():
FILE: distributed/FSDP/utils/train_utils.py
function setup (line 11) | def setup():
function cleanup (line 16) | def cleanup():
function get_date_of_run (line 19) | def get_date_of_run():
function format_metrics_to_gb (line 29) | def format_metrics_to_gb(item):
function train (line 35) | def train(args, model, rank, world_size, train_loader, optimizer, epoch,...
function validation (line 71) | def validation(model, rank, world_size, val_loader):
function setup_model (line 99) | def setup_model(model_name):
FILE: distributed/FSDP2/checkpoint.py
function get_latest_checkpoint_folder (line 23) | def get_latest_checkpoint_folder(path):
class Checkpointer (line 39) | class Checkpointer:
method __init__ (line 40) | def __init__(self, folder: str, dcp_api: bool):
method is_empty (line 47) | def is_empty(self):
method load_model (line 50) | def load_model(self, model: FSDPModule):
method load_optim (line 81) | def load_optim(self, model: FSDPModule, opt: torch.optim.Optimizer):
method _get_full_model_state_dict (line 136) | def _get_full_model_state_dict(self, model: FSDPModule):
method _get_full_optimizer_state_dict (line 156) | def _get_full_optimizer_state_dict(
method save (line 199) | def save(self, model: FSDPModule, optim: torch.optim.Optimizer):
FILE: distributed/FSDP2/example.py
function verify_min_gpu_count (line 10) | def verify_min_gpu_count(min_gpus: int = 2) -> bool:
function set_modules_to_forward_prefetch (line 16) | def set_modules_to_forward_prefetch(model, num_to_forward_prefetch):
function set_modules_to_backward_prefetch (line 26) | def set_modules_to_backward_prefetch(model, num_to_backward_prefetch):
function main (line 36) | def main(args):
FILE: distributed/FSDP2/model.py
class ModelArgs (line 9) | class ModelArgs:
class Attention (line 18) | class Attention(nn.Module):
method __init__ (line 19) | def __init__(self, args: ModelArgs):
method forward (line 32) | def forward(self, x):
method reset_parameters (line 53) | def reset_parameters(self):
class FeedForward (line 60) | class FeedForward(nn.Module):
method __init__ (line 61) | def __init__(self, dim, hidden_dim, dropout_p):
method forward (line 68) | def forward(self, x):
method reset_parameters (line 71) | def reset_parameters(self):
class TransformerBlock (line 76) | class TransformerBlock(nn.Module):
method __init__ (line 77) | def __init__(self, args: ModelArgs):
method forward (line 86) | def forward(self, x):
method reset_parameters (line 91) | def reset_parameters(self):
class Transformer (line 100) | class Transformer(nn.Module):
method __init__ (line 101) | def __init__(self, args: ModelArgs):
method forward (line 116) | def forward(self, tokens):
method reset_parameters (line 130) | def reset_parameters(self):
FILE: distributed/FSDP2/utils.py
function inspect_model (line 7) | def inspect_model(model: FSDPModule):
function inspect_mixed_precision (line 20) | def inspect_mixed_precision(model: FSDPModule):
FILE: distributed/ddp-tutorial-series/datautils.py
class MyTrainDataset (line 4) | class MyTrainDataset(Dataset):
method __init__ (line 5) | def __init__(self, size):
method __len__ (line 9) | def __len__(self):
method __getitem__ (line 12) | def __getitem__(self, index):
FILE: distributed/ddp-tutorial-series/multigpu.py
function ddp_setup (line 13) | def ddp_setup(rank, world_size):
class Trainer (line 24) | class Trainer:
method __init__ (line 25) | def __init__(
method _run_batch (line 40) | def _run_batch(self, source, targets):
method _run_epoch (line 47) | def _run_epoch(self, epoch):
method _save_checkpoint (line 56) | def _save_checkpoint(self, epoch):
method train (line 62) | def train(self, max_epochs: int):
function load_train_objs (line 69) | def load_train_objs():
function prepare_dataloader (line 76) | def prepare_dataloader(dataset: Dataset, batch_size: int):
function main (line 86) | def main(rank: int, world_size: int, save_every: int, total_epochs: int,...
FILE: distributed/ddp-tutorial-series/multigpu_torchrun.py
function ddp_setup (line 13) | def ddp_setup():
class Trainer (line 17) | class Trainer:
method __init__ (line 18) | def __init__(
method _load_snapshot (line 39) | def _load_snapshot(self, snapshot_path):
method _run_batch (line 46) | def _run_batch(self, source, targets):
method _run_epoch (line 53) | def _run_epoch(self, epoch):
method _save_snapshot (line 62) | def _save_snapshot(self, epoch):
method train (line 70) | def train(self, max_epochs: int):
function load_train_objs (line 77) | def load_train_objs():
function prepare_dataloader (line 84) | def prepare_dataloader(dataset: Dataset, batch_size: int):
function main (line 94) | def main(save_every: int, total_epochs: int, batch_size: int, snapshot_p...
FILE: distributed/ddp-tutorial-series/multinode.py
function ddp_setup (line 13) | def ddp_setup():
class Trainer (line 17) | class Trainer:
method __init__ (line 18) | def __init__(
method _load_snapshot (line 40) | def _load_snapshot(self, snapshot_path):
method _run_batch (line 47) | def _run_batch(self, source, targets):
method _run_epoch (line 54) | def _run_epoch(self, epoch):
method _save_snapshot (line 63) | def _save_snapshot(self, epoch):
method train (line 71) | def train(self, max_epochs: int):
function load_train_objs (line 78) | def load_train_objs():
function prepare_dataloader (line 85) | def prepare_dataloader(dataset: Dataset, batch_size: int):
function main (line 95) | def main(save_every: int, total_epochs: int, batch_size: int, snapshot_p...
FILE: distributed/ddp-tutorial-series/single_gpu.py
class Trainer (line 7) | class Trainer:
method __init__ (line 8) | def __init__(
method _run_batch (line 22) | def _run_batch(self, source, targets):
method _run_epoch (line 29) | def _run_epoch(self, epoch):
method _save_checkpoint (line 37) | def _save_checkpoint(self, epoch):
method train (line 43) | def train(self, max_epochs: int):
function load_train_objs (line 50) | def load_train_objs():
function prepare_dataloader (line 57) | def prepare_dataloader(dataset: Dataset, batch_size: int):
function main (line 66) | def main(device, total_epochs, save_every, batch_size):
FILE: distributed/ddp/example.py
function verify_min_gpu_count (line 14) | def verify_min_gpu_count(min_gpus: int = 2) -> bool:
class ToyModel (line 20) | class ToyModel(nn.Module):
method __init__ (line 21) | def __init__(self):
method forward (line 27) | def forward(self, x):
function demo_basic (line 31) | def demo_basic(rank):
function main (line 53) | def main():
FILE: distributed/minGPT-ddp/mingpt/char_dataset.py
class DataConfig (line 11) | class DataConfig:
class CharDataset (line 17) | class CharDataset(Dataset):
method __init__ (line 19) | def __init__(self, data_cfg: DataConfig): #data_path: str, block_size):
method __len__ (line 33) | def __len__(self):
method __getitem__ (line 36) | def __getitem__(self, idx):
FILE: distributed/minGPT-ddp/mingpt/main.py
function verify_min_gpu_count (line 12) | def verify_min_gpu_count(min_gpus: int = 2) -> bool:
function ddp_setup (line 17) | def ddp_setup():
function get_train_objs (line 25) | def get_train_objs(gpt_cfg: GPTConfig, opt_cfg: OptimizerConfig, data_cf...
function main (line 38) | def main(cfg: DictConfig):
FILE: distributed/minGPT-ddp/mingpt/model.py
class GPTConfig (line 15) | class GPTConfig:
class OptimizerConfig (line 30) | class OptimizerConfig:
class MultiheadAttentionLayer (line 34) | class MultiheadAttentionLayer(nn.Module):
method __init__ (line 39) | def __init__(self, config, device="cpu", dtype=torch.float32):
method forward (line 55) | def forward(self, x):
class Block (line 61) | class Block(nn.Module):
method __init__ (line 63) | def __init__(self, config: GPTConfig):
method forward (line 75) | def forward(self, x):
class EmbeddingStem (line 80) | class EmbeddingStem(nn.Module):
method __init__ (line 81) | def __init__(self, config: GPTConfig, device="cpu", dtype=torch.float32):
method reset_parameters (line 88) | def reset_parameters(self):
method forward (line 91) | def forward(self, idx):
class GPT (line 99) | class GPT(nn.Module):
method __init__ (line 102) | def __init__(self, config: GPTConfig):
method _set_model_config (line 125) | def _set_model_config(self, config):
method _init_weights (line 150) | def _init_weights(self, module):
method forward (line 159) | def forward(self, idx, targets=None):
method generate (line 173) | def generate(self, idx, max_new_tokens, temperature=1.0, do_sample=Fal...
function create_optimizer (line 203) | def create_optimizer(model: torch.nn.Module, opt_config: OptimizerConfig):
FILE: distributed/minGPT-ddp/mingpt/trainer.py
class TrainerConfig (line 22) | class TrainerConfig:
class Snapshot (line 32) | class Snapshot:
function upload_to_s3 (line 37) | def upload_to_s3(obj, dst):
class Trainer (line 44) | class Trainer:
method __init__ (line 46) | def __init__(self, trainer_config: TrainerConfig, model, optimizer, tr...
method _prepare_dataloader (line 73) | def _prepare_dataloader(self, dataset: Dataset):
method _load_snapshot (line 83) | def _load_snapshot(self):
method _run_batch (line 99) | def _run_batch(self, source, targets, train: bool = True) -> float:
method _run_epoch (line 117) | def _run_epoch(self, epoch: int, dataloader: DataLoader, train: bool =...
method _save_snapshot (line 128) | def _save_snapshot(self, epoch):
method train (line 146) | def train(self):
FILE: distributed/rpc/batch/parameter_server.py
function timed_log (line 27) | def timed_log(text):
class BatchUpdateParameterServer (line 31) | class BatchUpdateParameterServer(object):
method __init__ (line 33) | def __init__(self, batch_update_size=batch_update_size):
method get_model (line 43) | def get_model(self):
method update_and_fetch_model (line 48) | def update_and_fetch_model(ps_rref, grads):
class Trainer (line 70) | class Trainer(object):
method __init__ (line 72) | def __init__(self, ps_rref):
method get_next_batch (line 79) | def get_next_batch(self):
method train (line 86) | def train(self):
function run_trainer (line 101) | def run_trainer(ps_rref):
function run_ps (line 106) | def run_ps(trainers):
function run (line 119) | def run(rank, world_size):
FILE: distributed/rpc/batch/reinforce.py
class Policy (line 40) | class Policy(nn.Module):
method __init__ (line 46) | def __init__(self, batch=True):
method forward (line 53) | def forward(self, x):
class Observer (line 61) | class Observer:
method __init__ (line 74) | def __init__(self, batch=True):
method run_episode (line 80) | def run_episode(self, agent_rref, n_steps):
class Agent (line 119) | class Agent:
method __init__ (line 120) | def __init__(self, world_size, batch=True):
method select_action_batch (line 146) | def select_action_batch(agent_rref, ob_id, state):
method select_action (line 173) | def select_action(agent_rref, ob_id, state):
method run_episode (line 184) | def run_episode(self, n_steps=0):
function run_worker (line 220) | def run_worker(rank, world_size, n_episode, batch, print_log=True):
function main (line 244) | def main():
FILE: distributed/rpc/ddp_rpc/main.py
function verify_min_gpu_count (line 18) | def verify_min_gpu_count(min_gpus: int = 2) -> bool:
class HybridModel (line 24) | class HybridModel(torch.nn.Module):
method __init__ (line 32) | def __init__(self, remote_emb_module, rank):
method forward (line 38) | def forward(self, indices, offsets):
function _run_trainer (line 43) | def _run_trainer(remote_emb_module, rank):
function run_worker (line 113) | def run_worker(rank, world_size):
FILE: distributed/rpc/parameter_server/rpc_parameter_server.py
class Net (line 18) | class Net(nn.Module):
method __init__ (line 19) | def __init__(self, num_gpus=0):
method forward (line 43) | def forward(self, x):
function call_method (line 68) | def call_method(method, rref, *args, **kwargs):
function remote_method (line 79) | def remote_method(method, rref, *args, **kwargs):
class ParameterServer (line 84) | class ParameterServer(nn.Module):
method __init__ (line 85) | def __init__(self, num_gpus=0):
method forward (line 95) | def forward(self, inp):
method get_dist_gradients (line 105) | def get_dist_gradients(self, cid):
method get_param_rrefs (line 117) | def get_param_rrefs(self):
function get_parameter_server (line 124) | def get_parameter_server(num_gpus=0):
function run_parameter_server (line 134) | def run_parameter_server(rank, world_size):
class TrainerNet (line 152) | class TrainerNet(nn.Module):
method __init__ (line 153) | def __init__(self, num_gpus=0):
method get_global_param_rrefs (line 159) | def get_global_param_rrefs(self):
method forward (line 165) | def forward(self, x):
function run_training_loop (line 171) | def run_training_loop(rank, num_gpus, train_loader, test_loader):
function get_accuracy (line 199) | def get_accuracy(test_loader, model):
function run_worker (line 220) | def run_worker(rank, world_size, num_gpus, train_loader, test_loader):
FILE: distributed/rpc/pipeline/main.py
function conv1x1 (line 39) | def conv1x1(in_planes, out_planes, stride=1):
class ResNetBase (line 43) | class ResNetBase(nn.Module):
method __init__ (line 44) | def __init__(self, block, inplanes, num_classes=1000,
method _make_layer (line 56) | def _make_layer(self, planes, blocks, stride=1):
method parameter_rrefs (line 77) | def parameter_rrefs(self):
class ResNetShard1 (line 85) | class ResNetShard1(ResNetBase):
method __init__ (line 89) | def __init__(self, device, *args, **kwargs):
method forward (line 110) | def forward(self, x_rref):
class ResNetShard2 (line 117) | class ResNetShard2(ResNetBase):
method __init__ (line 121) | def __init__(self, device, *args, **kwargs):
method forward (line 134) | def forward(self, x_rref):
class DistResNet50 (line 141) | class DistResNet50(nn.Module):
method __init__ (line 145) | def __init__(self, split_size, workers, *args, **kwargs):
method forward (line 166) | def forward(self, xs):
method parameter_rrefs (line 179) | def parameter_rrefs(self):
function create_optimizer_for_remote_params (line 196) | def create_optimizer_for_remote_params(worker_name, param_rrefs, lr=0.05):
function run_master (line 204) | def run_master(split_size):
function run_worker (line 251) | def run_worker(rank, world_size, num_split):
FILE: distributed/rpc/rl/main.py
function _call_method (line 34) | def _call_method(method, rref, *args, **kwargs):
function _remote_method (line 41) | def _remote_method(method, rref, *args, **kwargs):
class Policy (line 50) | class Policy(nn.Module):
method __init__ (line 56) | def __init__(self):
method forward (line 65) | def forward(self, x):
class Observer (line 72) | class Observer:
method __init__ (line 85) | def __init__(self):
method run_episode (line 90) | def run_episode(self, agent_rref, n_steps):
class Agent (line 112) | class Agent:
method __init__ (line 113) | def __init__(self, world_size):
method select_action (line 129) | def select_action(self, ob_id, state):
method report_reward (line 146) | def report_reward(self, ob_id, reward):
method run_episode (line 152) | def run_episode(self, n_steps=0):
method finish_episode (line 171) | def finish_episode(self):
function run_worker (line 210) | def run_worker(rank, world_size):
function main (line 241) | def main():
FILE: distributed/rpc/rnn/main.py
function _run_trainer (line 13) | def _run_trainer():
function run_worker (line 65) | def run_worker(rank, world_size):
FILE: distributed/rpc/rnn/rnn.py
function _call_method (line 7) | def _call_method(method, rref, *args, **kwargs):
function _remote_method (line 14) | def _remote_method(method, rref, *args, **kwargs):
function _parameter_rrefs (line 27) | def _parameter_rrefs(module):
class EmbeddingTable (line 38) | class EmbeddingTable(nn.Module):
method __init__ (line 42) | def __init__(self, ntoken, ninp, dropout):
method forward (line 51) | def forward(self, input):
class Decoder (line 58) | class Decoder(nn.Module):
method __init__ (line 62) | def __init__(self, ntoken, nhid, dropout):
method forward (line 69) | def forward(self, output):
class RNNModel (line 73) | class RNNModel(nn.Module):
method __init__ (line 80) | def __init__(self, ps, ntoken, ninp, nhid, nlayers, dropout=0.5):
method forward (line 90) | def forward(self, input, hidden):
method parameter_rrefs (line 98) | def parameter_rrefs(self):
FILE: distributed/tensor_parallelism/llama2_model.py
class ModelArgs (line 13) | class ModelArgs:
function precompute_freqs_cis (line 30) | def precompute_freqs_cis(dim: int, end: int, theta: float = 10000.0):
function reshape_for_broadcast (line 53) | def reshape_for_broadcast(freqs_cis: torch.Tensor, x: torch.Tensor):
function apply_rotary_emb (line 74) | def apply_rotary_emb(
function repeat_kv (line 103) | def repeat_kv(x: torch.Tensor, n_rep: int) -> torch.Tensor:
class RMSNorm (line 115) | class RMSNorm(nn.Module):
method __init__ (line 129) | def __init__(self, dim: int, eps: float = 1e-6):
method _norm (line 134) | def _norm(self, x: torch.Tensor):
method forward (line 137) | def forward(self, x: torch.Tensor):
method reset_parameters (line 141) | def reset_parameters(self):
class Attention (line 145) | class Attention(nn.Module):
method __init__ (line 165) | def __init__(self, model_args: ModelArgs):
method init_weights (line 185) | def init_weights(self, init_std: float):
method forward (line 190) | def forward(
class FeedForward (line 231) | class FeedForward(nn.Module):
method __init__ (line 248) | def __init__(
method forward (line 266) | def forward(self, x):
method init_weights (line 269) | def init_weights(self, init_std: float):
class TransformerBlock (line 275) | class TransformerBlock(nn.Module):
method __init__ (line 295) | def __init__(self, layer_id: int, model_args: ModelArgs):
method forward (line 321) | def forward(
method init_weights (line 341) | def init_weights(self):
class Transformer (line 348) | class Transformer(nn.Module):
method __init__ (line 367) | def __init__(self, model_args: ModelArgs):
method init_weights (line 395) | def init_weights(self):
method forward (line 428) | def forward(self, tokens: torch.Tensor):
method from_model_args (line 451) | def from_model_args(cls, model_args: ModelArgs) -> "Transformer":
FILE: distributed/tensor_parallelism/log_utils.py
function get_logger (line 8) | def get_logger():
function rank_log (line 12) | def rank_log(_rank, logger, msg):
function verify_min_gpu_count (line 18) | def verify_min_gpu_count(min_gpus: int = 2) -> bool:
FILE: distributed/tensor_parallelism/sequence_parallel_example.py
class ToyModel (line 47) | class ToyModel(nn.Module):
method __init__ (line 50) | def __init__(self):
method forward (line 56) | def forward(self, x):
FILE: distributed/tensor_parallelism/tensor_parallel_example.py
class ToyModel (line 57) | class ToyModel(nn.Module):
method __init__ (line 60) | def __init__(self):
method forward (line 66) | def forward(self, x):
FILE: fast_neural_style/download_saved_models.py
function unzip (line 21) | def unzip(source_filename, dest_dir):
FILE: fast_neural_style/neural_style/neural_style.py
function check_paths (line 20) | def check_paths(args):
function train (line 31) | def train(args):
function stylize (line 127) | def stylize(args):
function stylize_onnx (line 166) | def stylize_onnx(content_image, args):
function main (line 191) | def main():
FILE: fast_neural_style/neural_style/transformer_net.py
class TransformerNet (line 4) | class TransformerNet(torch.nn.Module):
method __init__ (line 5) | def __init__(self):
method forward (line 29) | def forward(self, X):
class ConvLayer (line 44) | class ConvLayer(torch.nn.Module):
method __init__ (line 45) | def __init__(self, in_channels, out_channels, kernel_size, stride):
method forward (line 51) | def forward(self, x):
class ResidualBlock (line 57) | class ResidualBlock(torch.nn.Module):
method __init__ (line 63) | def __init__(self, channels):
method forward (line 71) | def forward(self, x):
class UpsampleConvLayer (line 79) | class UpsampleConvLayer(torch.nn.Module):
method __init__ (line 86) | def __init__(self, in_channels, out_channels, kernel_size, stride, ups...
method forward (line 93) | def forward(self, x):
FILE: fast_neural_style/neural_style/utils.py
function load_image (line 5) | def load_image(filename, size=None, scale=None):
function save_image (line 14) | def save_image(filename, data):
function gram_matrix (line 21) | def gram_matrix(y):
function normalize_batch (line 29) | def normalize_batch(batch):
FILE: fast_neural_style/neural_style/vgg.py
class Vgg16 (line 7) | class Vgg16(torch.nn.Module):
method __init__ (line 8) | def __init__(self, requires_grad=False):
method forward (line 27) | def forward(self, X):
FILE: fx/custom_tracer.py
class M1 (line 45) | class M1(torch.nn.Module):
method __init__ (line 46) | def __init__(self):
method forward (line 50) | def forward(self, x):
class LowerReluTracer (line 66) | class LowerReluTracer(Tracer):
method is_leaf_module (line 67) | def is_leaf_module(self, m : torch.nn.Module, qualname : str):
class M2 (line 94) | class M2(torch.nn.Module):
method forward (line 95) | def forward(self, a, b):
class TaggingTracer (line 98) | class TaggingTracer(Tracer):
method create_node (line 99) | def create_node(self, kind : str, target : Union[str, Callable],
function assert_all_nodes_have_tags (line 108) | def assert_all_nodes_have_tags(g: Graph) -> bool:
FILE: fx/inline_function.py
class M (line 31) | class M(torch.nn.Module):
method __init__ (line 32) | def __init__(self):
method forward (line 36) | def forward(self, x):
FILE: fx/invert.py
function add_inverse (line 9) | def add_inverse(a, b):
function invert (line 26) | def invert(model: torch.nn.Module) -> torch.nn.Module:
function f (line 51) | def f(x):
FILE: fx/module_tracer.py
class ModulePathTracer (line 15) | class ModulePathTracer(torch.fx.Tracer):
method call_module (line 30) | def call_module(self, m: torch.nn.Module, forward: Callable[..., Any],
method create_proxy (line 50) | def create_proxy(self, kind: str, target: torch.fx.node.Target, args: ...
FILE: fx/native_interpreter/interpreter.cpp
type ElementwiseInterpreter (line 9) | struct ElementwiseInterpreter : torch::CustomClassHolder {
method ElementwiseInterpreter (line 14) | ElementwiseInterpreter() {}
method setInstructions (line 20) | void setInstructions(std::vector<InstructionType> instructions) {
method addConstant (line 27) | void addConstant(const std::string &name, at::Tensor value) {
method setInputNames (line 35) | void setInputNames(std::vector<std::string> input_names) {
method setOutputName (line 42) | void setOutputName(std::string output_name) {
method __call__ (line 48) | at::Tensor __call__(std::vector<at::Tensor> inputs) {
method SerializationType (line 138) | SerializationType __getstate__() const {
method __setstate__ (line 145) | static c10::intrusive_ptr<ElementwiseInterpreter>
function TORCH_LIBRARY (line 162) | TORCH_LIBRARY(NativeInterpretation, m) {
FILE: fx/native_interpreter/use_interpreter.py
function lower_to_elementwise_interpreter (line 19) | def lower_to_elementwise_interpreter(orig_mod : torch.nn.Module) -> torc...
class MyElementwiseModule (line 114) | class MyElementwiseModule(torch.nn.Module):
method forward (line 115) | def forward(self, x, y):
FILE: fx/primitive_library.py
function sigmoid_lowp (line 22) | def sigmoid_lowp(x : torch.Tensor):
function add_lowp (line 34) | def add_lowp(a : torch.Tensor, b : torch.Tensor):
class Foo (line 45) | class Foo(torch.nn.Module):
method forward (line 46) | def forward(self, x, y):
function inline_lowp_func (line 70) | def inline_lowp_func(n : torch.fx.Node):
class InliningTracer (line 124) | class InliningTracer(torch.fx.Tracer):
method create_node (line 127) | def create_node(self, kind, target, args, kwargs, name=None, type_expr...
FILE: fx/profiling_tracer.py
class Foo (line 16) | class Foo(torch.nn.Module):
method forward (line 17) | def forward(self, x):
class ProfilerTracer (line 65) | class ProfilerTracer(torch.fx.Tracer):
method trace (line 66) | def trace(self, root, concrete_args=None):
FILE: fx/replace_op.py
class M (line 32) | class M(torch.nn.Module):
method forward (line 33) | def forward(self, x, y):
FILE: fx/subgraph_rewriter_basic_use.py
class M (line 29) | class M(torch.nn.Module):
method __init__ (line 30) | def __init__(self):
method forward (line 33) | def forward(self, x, w1, w2):
function pattern (line 51) | def pattern(a1, a2):
function replacement (line 56) | def replacement(w1, w2):
FILE: fx/wrap_output_dynamically.py
class M (line 21) | class M(torch.nn.Module):
method __init__ (line 22) | def __init__(self):
method forward (line 25) | def forward(self, x, y):
class ActivationFunction (line 33) | class ActivationFunction(Enum):
function wrap_in_activation_function (line 45) | def wrap_in_activation_function(m: GraphModule, fn: ActivationFunction) ...
FILE: gat/main.py
class GraphAttentionLayer (line 18) | class GraphAttentionLayer(nn.Module):
method __init__ (line 32) | def __init__(self, in_features: int, out_features: int, n_heads: int, ...
method reset_parameters (line 59) | def reset_parameters(self):
method _get_attention_scores (line 67) | def _get_attention_scores(self, h_transformed: torch.Tensor):
method forward (line 92) | def forward(self, h: torch.Tensor, adj_mat: torch.Tensor):
class GAT (line 143) | class GAT(nn.Module):
method __init__ (line 149) | def __init__(self,
method forward (line 184) | def forward(self, input_tensor: torch.Tensor , adj_mat: torch.Tensor):
function load_cora (line 209) | def load_cora(path='./cora', device='cpu'):
function train_iter (line 256) | def train_iter(epoch, model, optimizer, criterion, input, target, mask_t...
function test (line 277) | def test(model, criterion, input, target, mask):
FILE: gcn/main.py
class GraphConv (line 14) | class GraphConv(nn.Module):
method __init__ (line 33) | def __init__(self, input_dim, output_dim, use_bias=False):
method forward (line 46) | def forward(self, input_tensor, adj_mat):
class GCN (line 67) | class GCN(nn.Module):
method __init__ (line 79) | def __init__(self, input_dim, hidden_dim, output_dim, use_bias=True, d...
method forward (line 89) | def forward(self, input_tensor, adj_mat):
function load_cora (line 115) | def load_cora(path='./cora', device='cpu'):
function train_iter (line 168) | def train_iter(epoch, model, optimizer, criterion, input, target, mask_t...
function test (line 189) | def test(model, criterion, input, target, mask):
FILE: imagenet/main.py
function main (line 86) | def main():
function main_worker (line 137) | def main_worker(gpu, ngpus_per_node, args):
function train (line 309) | def train(train_loader, model, criterion, optimizer, epoch, device, args):
function validate (line 358) | def validate(val_loader, model, criterion, args):
function save_checkpoint (line 429) | def save_checkpoint(state, is_best, filename='checkpoint.pth.tar'):
class Summary (line 434) | class Summary(Enum):
class AverageMeter (line 440) | class AverageMeter(object):
method __init__ (line 442) | def __init__(self, name, use_accel, fmt=':f', summary_type=Summary.AVE...
method reset (line 449) | def reset(self):
method update (line 455) | def update(self, val, n=1):
method all_reduce (line 461) | def all_reduce(self):
method __str__ (line 471) | def __str__(self):
method summary (line 475) | def summary(self):
class ProgressMeter (line 491) | class ProgressMeter(object):
method __init__ (line 492) | def __init__(self, num_batches, meters, prefix=""):
method display (line 497) | def display(self, batch):
method display_summary (line 502) | def display_summary(self):
method _get_batch_fmtstr (line 507) | def _get_batch_fmtstr(self, num_batches):
function accuracy (line 512) | def accuracy(output, target, topk=(1,)):
FILE: language_translation/main.py
function greedy_decode (line 17) | def greedy_decode(model, src, src_mask, max_len, start_symbol, end_symbol):
function inference (line 53) | def inference(opts):
function train (line 109) | def train(model, train_dl, loss_fn, optim, special_symbols, opts):
function validate (line 153) | def validate(model, valid_dl, loss_fn, special_symbols):
function main (line 184) | def main(opts):
FILE: language_translation/src/data.py
function _yield_tokens (line 9) | def _yield_tokens(iterable_data, tokenizer, src):
function get_data (line 19) | def get_data(opts):
function generate_square_subsequent_mask (line 98) | def generate_square_subsequent_mask(size, device):
function create_mask (line 104) | def create_mask(src, tgt, pad_idx, device):
class Opts (line 122) | class Opts:
method __init__ (line 123) | def __init__(self):
FILE: language_translation/src/model.py
class PositionalEncoding (line 7) | class PositionalEncoding(nn.Module):
method __init__ (line 8) | def __init__(
method forward (line 25) | def forward(self, token_embedding):
class Translator (line 28) | class Translator(nn.Module):
method __init__ (line 29) | def __init__(
method _init_weights (line 61) | def _init_weights(self):
method forward (line 66) | def forward(self, src, trg, src_mask, tgt_mask, src_padding_mask, tgt_...
method encode (line 84) | def encode(self, src, src_mask):
method decode (line 92) | def decode(self, tgt, memory, tgt_mask):
FILE: legacy/snli/model.py
class Bottle (line 5) | class Bottle(nn.Module):
method forward (line 7) | def forward(self, input):
class Linear (line 15) | class Linear(Bottle, nn.Linear):
class Encoder (line 19) | class Encoder(nn.Module):
method __init__ (line 21) | def __init__(self, config):
method forward (line 30) | def forward(self, inputs):
class SNLIClassifier (line 38) | class SNLIClassifier(nn.Module):
method __init__ (line 40) | def __init__(self, config):
method forward (line 64) | def forward(self, batch):
FILE: legacy/snli/util.py
function makedirs (line 4) | def makedirs(name):
function get_args (line 21) | def get_args():
FILE: mnist/main.py
class Net (line 10) | class Net(nn.Module):
method __init__ (line 11) | def __init__(self):
method forward (line 20) | def forward(self, x):
function train (line 36) | def train(args, model, device, train_loader, optimizer, epoch):
function test (line 53) | def test(model, device, test_loader):
function main (line 72) | def main():
FILE: mnist_forward_forward/main.py
function get_y_neg (line 14) | def get_y_neg(y):
function overlay_y_on_x (line 25) | def overlay_y_on_x(x, y, classes=10):
class Net (line 32) | class Net(torch.nn.Module):
method __init__ (line 33) | def __init__(self, dims):
method predict (line 40) | def predict(self, x):
method train (line 52) | def train(self, x_pos, x_neg):
class Layer (line 59) | class Layer(nn.Linear):
method __init__ (line 60) | def __init__(self, in_features, out_features, bias=True, device=None, ...
method forward (line 67) | def forward(self, x):
method train (line 71) | def train(self, x_pos, x_neg):
FILE: mnist_hogwild/main.py
class Net (line 39) | class Net(nn.Module):
method __init__ (line 40) | def __init__(self):
method forward (line 48) | def forward(self, x):
FILE: mnist_hogwild/train.py
function train (line 7) | def train(rank, args, model, device, dataset, dataloader_kwargs):
function test (line 17) | def test(args, model, device, dataset, dataloader_kwargs):
function train_epoch (line 25) | def train_epoch(epoch, args, model, device, data_loader, optimizer):
function test_epoch (line 42) | def test_epoch(model, device, data_loader):
FILE: mnist_rnn/main.py
class Net (line 13) | class Net(nn.Module):
method __init__ (line 14) | def __init__(self):
method forward (line 23) | def forward(self, input):
function train (line 43) | def train(args, model, device, train_loader, optimizer, epoch):
function test (line 60) | def test(args, model, device, test_loader):
function main (line 81) | def main():
FILE: regression/main.py
function make_features (line 13) | def make_features(x):
function f (line 19) | def f(x):
function poly_desc (line 24) | def poly_desc(W, b):
function get_batch (line 33) | def get_batch(batch_size=32):
FILE: reinforcement_learning/actor_critic.py
class Policy (line 36) | class Policy(nn.Module):
method __init__ (line 40) | def __init__(self):
method forward (line 54) | def forward(self, x):
function select_action (line 78) | def select_action(state):
function finish_episode (line 95) | def finish_episode():
function main (line 138) | def main():
FILE: reinforcement_learning/reinforce.py
class Policy (line 31) | class Policy(nn.Module):
method __init__ (line 32) | def __init__(self):
method forward (line 41) | def forward(self, x):
function select_action (line 54) | def select_action(state):
function finish_episode (line 63) | def finish_episode():
function main (line 82) | def main():
FILE: siamese_network/main.py
class SiameseNetwork (line 16) | class SiameseNetwork(nn.Module):
method __init__ (line 27) | def __init__(self):
method init_weights (line 54) | def init_weights(self, m):
method forward_once (line 59) | def forward_once(self, x):
method forward (line 64) | def forward(self, input1, input2):
class APP_MATCHER (line 80) | class APP_MATCHER(Dataset):
method __init__ (line 81) | def __init__(self, root, train, download=False):
method group_examples (line 97) | def group_examples(self):
method __len__ (line 115) | def __len__(self):
method __getitem__ (line 118) | def __getitem__(self, index):
function train (line 190) | def train(args, model, device, train_loader, optimizer, epoch):
function test (line 211) | def test(model, device, test_loader):
function main (line 237) | def main():
FILE: super_resolution/data.py
function download_bsd300 (line 10) | def download_bsd300(dest="dataset"):
function calculate_valid_crop_size (line 34) | def calculate_valid_crop_size(crop_size, upscale_factor):
function input_transform (line 38) | def input_transform(crop_size, upscale_factor):
function target_transform (line 46) | def target_transform(crop_size):
function get_training_set (line 53) | def get_training_set(upscale_factor):
function get_test_set (line 63) | def get_test_set(upscale_factor):
FILE: super_resolution/dataset.py
function is_image_file (line 8) | def is_image_file(filename):
function load_img (line 12) | def load_img(filepath):
class DatasetFromFolder (line 18) | class DatasetFromFolder(data.Dataset):
method __init__ (line 19) | def __init__(self, image_dir, input_transform=None, target_transform=N...
method __getitem__ (line 26) | def __getitem__(self, index):
method __len__ (line 36) | def __len__(self):
FILE: super_resolution/main.py
function train (line 47) | def train(epoch):
function test (line 63) | def test():
function checkpoint (line 76) | def checkpoint(epoch):
FILE: super_resolution/model.py
class Net (line 6) | class Net(nn.Module):
method __init__ (line 7) | def __init__(self, upscale_factor):
method forward (line 19) | def forward(self, x):
method _initialize_weights (line 26) | def _initialize_weights(self):
FILE: time_sequence_prediction/train.py
class Sequence (line 11) | class Sequence(nn.Module):
method __init__ (line 12) | def __init__(self):
method forward (line 18) | def forward(self, input, future = 0):
function closure (line 61) | def closure():
function draw (line 83) | def draw(yi, color):
FILE: vae/main.py
class VAE (line 46) | class VAE(nn.Module):
method __init__ (line 47) | def __init__(self):
method encode (line 56) | def encode(self, x):
method reparameterize (line 60) | def reparameterize(self, mu, logvar):
method decode (line 65) | def decode(self, z):
method forward (line 69) | def forward(self, x):
function loss_function (line 80) | def loss_function(recon_x, x, mu, logvar):
function train (line 92) | def train(epoch):
function test (line 113) | def test(epoch):
FILE: word_language_model/data.py
class Dictionary (line 5) | class Dictionary(object):
method __init__ (line 6) | def __init__(self):
method add_word (line 10) | def add_word(self, word):
method __len__ (line 16) | def __len__(self):
class Corpus (line 20) | class Corpus(object):
method __init__ (line 21) | def __init__(self, path):
method tokenize (line 27) | def tokenize(self, path):
FILE: word_language_model/main.py
function batchify (line 85) | def batchify(data, bsz):
function repackage_hidden (line 117) | def repackage_hidden(h):
function get_batch (line 136) | def get_batch(source, i):
function evaluate (line 143) | def evaluate(data_source):
function train (line 163) | def train():
function export_onnx (line 211) | def export_onnx(path, batch_size, seq_len):
FILE: word_language_model/model.py
class RNNModel (line 6) | class RNNModel(nn.Module):
method __init__ (line 9) | def __init__(self, rnn_type, ntoken, ninp, nhid, nlayers, dropout=0.5,...
method init_weights (line 42) | def init_weights(self):
method forward (line 48) | def forward(self, input, hidden):
method init_hidden (line 56) | def init_hidden(self, bsz):
class PositionalEncoding (line 65) | class PositionalEncoding(nn.Module):
method __init__ (line 81) | def __init__(self, d_model, dropout=0.1, max_len=5000):
method forward (line 93) | def forward(self, x):
class TransformerModel (line 107) | class TransformerModel(nn.Transformer):
method __init__ (line 110) | def __init__(self, ntoken, ninp, nhead, nhid, nlayers, dropout=0.5):
method _generate_square_subsequent_mask (line 122) | def _generate_square_subsequent_mask(self, sz):
method init_weights (line 125) | def init_weights(self):
method forward (line 131) | def forward(self, src, has_mask=True):
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"path": "CODE_OF_CONDUCT.md",
"chars": 3353,
"preview": "# Code of Conduct\n\n## Our Pledge\n\nIn the interest of fostering an open and welcoming environment, we as\ncontributors and"
},
{
"path": "CONTRIBUTING.md",
"chars": 2395,
"preview": "# Contributing to examples\n\nWe want to make contributing to this project as easy and transparent as\npossible.\n\n## Pull R"
},
{
"path": "LICENSE",
"chars": 1520,
"preview": "BSD 3-Clause License\n\nCopyright (c) 2017, Pytorch contributors\nAll rights reserved.\n\nRedistribution and use in source an"
},
{
"path": "README.md",
"chars": 2503,
"preview": "# PyTorch Examples\n\nhttps://pytorch.org/examples/\n\n`pytorch/examples` is a repository showcasing examples of using [PyTo"
},
{
"path": "cpp/.clang-format",
"chars": 2569,
"preview": "---\nAccessModifierOffset: -1\nAlignAfterOpenBracket: AlwaysBreak\nAlignConsecutiveAssignments: false\nAlignConsecutiveDecla"
},
{
"path": "cpp/autograd/CMakeLists.txt",
"chars": 719,
"preview": "cmake_minimum_required(VERSION 3.5)\n\nproject(autograd)\nset(CMAKE_CXX_STANDARD 17)\n\nfind_package(Torch REQUIRED)\n\nadd_exe"
},
{
"path": "cpp/autograd/README.md",
"chars": 1442,
"preview": "# C++ autograd example\n\n`autograd.cpp` contains several examples of doing autograd in PyTorch C++ frontend.\n\nTo build th"
},
{
"path": "cpp/autograd/autograd.cpp",
"chars": 6003,
"preview": "#include <torch/torch.h>\n#include <iostream>\n\nusing namespace torch::autograd;\n\nvoid basic_autograd_operations_example()"
},
{
"path": "cpp/custom-dataset/CMakeLists.txt",
"chars": 1058,
"preview": "cmake_minimum_required(VERSION 3.5)\n\nproject(custom-dataset)\nset(CMAKE_CXX_STANDARD 17)\n\nfind_package(Torch REQUIRED)\nfi"
},
{
"path": "cpp/custom-dataset/README.md",
"chars": 2123,
"preview": "# Custom Dataset Example with the PyTorch C++ Frontend\n\nThis folder contains an example of loading a custom image datase"
},
{
"path": "cpp/custom-dataset/custom-dataset.cpp",
"chars": 6949,
"preview": "#include <opencv2/opencv.hpp>\n#include <stdint.h>\n#include <torch/torch.h>\n#include <fstream>\n#include <iostream>\n#inclu"
},
{
"path": "cpp/custom-dataset/info.txt",
"chars": 302360,
"preview": "airplanes/image_0316.jpg 0 train\nairplanes/image_0716.jpg 0 train\nairplanes/image_0258.jpg 0 train\nairplanes/image_0426."
},
{
"path": "cpp/dcgan/CMakeLists.txt",
"chars": 933,
"preview": "cmake_minimum_required(VERSION 3.5)\nproject(dcgan)\n\nfind_package(Torch REQUIRED)\n\noption(DOWNLOAD_MNIST \"Download the MN"
},
{
"path": "cpp/dcgan/README.md",
"chars": 1871,
"preview": "# DCGAN Example with the PyTorch C++ Frontend\n\nThis folder contains an example of training a DCGAN to generate MNIST dig"
},
{
"path": "cpp/dcgan/dcgan.cpp",
"chars": 8000,
"preview": "#include <torch/torch.h>\n#include <argparse/argparse.hpp>\n#include <cmath>\n#include <cstdio>\n#include <iostream>\n\n// The"
},
{
"path": "cpp/dcgan/display_samples.py",
"chars": 891,
"preview": "from __future__ import print_function\nfrom __future__ import unicode_literals\n\nimport argparse\n\nimport matplotlib.pyplot"
},
{
"path": "cpp/distributed/CMakeLists.txt",
"chars": 634,
"preview": "cmake_minimum_required(VERSION 3.5)\nproject(dist-mnist)\n\nfind_package(Torch REQUIRED)\n\nfind_package(MPI REQUIRED)\n\ninclu"
},
{
"path": "cpp/distributed/README.md",
"chars": 1203,
"preview": "# Distributed Training on MNIST using PyTorch C++ Frontend (Libtorch)\n\nThis folder contains an example of data-parallel "
},
{
"path": "cpp/distributed/dist-mnist.cpp",
"chars": 5596,
"preview": "#include <c10d/ProcessGroupMPI.hpp>\n#include <torch/torch.h>\n#include <iostream>\n\n// Define a Convolutional Module\nstruc"
},
{
"path": "cpp/mnist/CMakeLists.txt",
"chars": 958,
"preview": "cmake_minimum_required(VERSION 3.5)\nproject(mnist)\nset(CMAKE_CXX_STANDARD 17)\n\nfind_package(Torch REQUIRED)\n\noption(DOWN"
},
{
"path": "cpp/mnist/README.md",
"chars": 1046,
"preview": "# MNIST Example with the PyTorch C++ Frontend\n\nThis folder contains an example of training a computer vision model to re"
},
{
"path": "cpp/mnist/mnist.cpp",
"chars": 4746,
"preview": "#include <torch/torch.h>\n\n#include <cstddef>\n#include <cstdio>\n#include <iostream>\n#include <string>\n#include <vector>\n\n"
},
{
"path": "cpp/regression/CMakeLists.txt",
"chars": 723,
"preview": "cmake_minimum_required(VERSION 3.5)\n\nproject(regression)\nset(CMAKE_CXX_STANDARD 17)\n\nfind_package(Torch REQUIRED)\n\nadd_e"
},
{
"path": "cpp/regression/README.md",
"chars": 729,
"preview": "# Linear regression example\n\nTrains a single fully-connected layer to fit a 4th degree polynomial.\n\nTo build the code, r"
},
{
"path": "cpp/regression/regression.cpp",
"chars": 2321,
"preview": "#include <torch/torch.h>\n#include <iostream>\n#include <sstream>\n#include <string>\n#include <vector>\n\n#define POLY_DEGREE"
},
{
"path": "cpp/tools/InstallingOpenCV.md",
"chars": 958,
"preview": "# Installing OpenCV \n\n## Linux with Package Manager\n\n### Arch Linux\n\n```shell\npacman -Syu base-devel opencv\n```\n\n### Fed"
},
{
"path": "cpp/tools/download_mnist.py",
"chars": 2723,
"preview": "from __future__ import division\nfrom __future__ import print_function\n\nimport argparse\nimport gzip\nimport os\nimport sys\n"
},
{
"path": "cpp/transfer-learning/CMakeLists.txt",
"chars": 552,
"preview": "cmake_minimum_required(VERSION 3.5)\nproject(example)\n\nfind_package(Torch REQUIRED)\nfind_package(OpenCV 4.1.0 REQUIRED)\n\n"
},
{
"path": "cpp/transfer-learning/README.md",
"chars": 798,
"preview": "# Transfer Learning on Dogs vs Cats Dataset using Libtorch and OpenCV\n\nTransfer Learning on Dogs vs Cats dataset using P"
},
{
"path": "cpp/transfer-learning/classify.cpp",
"chars": 2676,
"preview": "//\n// classify.cpp\n// transfer-learning\n//\n// Created by Kushashwa Ravi Shrimali on 15/08/19.\n//\n\n#include <iostream>"
},
{
"path": "cpp/transfer-learning/convert.py",
"chars": 586,
"preview": "\"\"\"\nThis python script converts the network into Script Module\n\"\"\"\nimport torch\nfrom torchvision import models\n\n# Downlo"
},
{
"path": "cpp/transfer-learning/main.cpp",
"chars": 9714,
"preview": "//\n// main.cpp\n// transfer-learning\n//\n// Created by Kushashwa Ravi Shrimali on 12/08/19.\n//\n\n#include \"main.h\"\n\ntorc"
},
{
"path": "cpp/transfer-learning/main.h",
"chars": 2412,
"preview": "//\n// main.h\n// transfer-learning\n//\n// Created by Kushashwa Ravi Shrimali on 15/08/19.\n//\n\n#ifndef main_h\n#define ma"
},
{
"path": "dcgan/README.md",
"chars": 2359,
"preview": "# Deep Convolution Generative Adversarial Networks\n\nThis example implements the paper [Unsupervised Representation Learn"
},
{
"path": "dcgan/main.py",
"chars": 10653,
"preview": "from __future__ import print_function\nimport argparse\nimport os\nimport random\nimport torch\nimport torch.nn as nn\nimport "
},
{
"path": "dcgan/requirements.txt",
"chars": 23,
"preview": "torch\ntorchvision\nlmdb\n"
},
{
"path": "distributed/FSDP/.gitignore",
"chars": 23,
"preview": "__pycache__/\n*.pt\n*.csv"
},
{
"path": "distributed/FSDP/README.md",
"chars": 704,
"preview": "Note: FSDP1 is deprecated. Please follow [FSDP2 tutorial](https://docs.pytorch.org/tutorials/intermediate/FSDP_tutorial."
},
{
"path": "distributed/FSDP/T5_training.py",
"chars": 7857,
"preview": "import os\nimport argparse\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nimport torch.optim as optim"
},
{
"path": "distributed/FSDP/configs/__init__.py",
"chars": 65,
"preview": "from .fsdp import fsdp_config\nfrom .training import train_config\n"
},
{
"path": "distributed/FSDP/configs/fsdp.py",
"chars": 654,
"preview": "from dataclasses import dataclass, field\nfrom typing import ClassVar\nfrom torch.distributed.fsdp import ShardingStrategy"
},
{
"path": "distributed/FSDP/configs/training.py",
"chars": 388,
"preview": "from dataclasses import dataclass\nfrom typing import ClassVar\n\n\n@dataclass\nclass train_config:\n model_name: str=\"t5-b"
},
{
"path": "distributed/FSDP/download_dataset.sh",
"chars": 285,
"preview": "#!/bin/bash\n\n# Create the \"data\" folder if it doesn't exist\nmkdir -p data\n\n# Download the files into the \"data\" folder\nw"
},
{
"path": "distributed/FSDP/model_checkpointing/__init__.py",
"chars": 292,
"preview": "from .checkpoint_handler import (\n load_model_checkpoint,\n save_model_checkpoint,\n save_distributed_model_check"
},
{
"path": "distributed/FSDP/model_checkpointing/checkpoint_handler.py",
"chars": 8863,
"preview": "from pathlib import Path\nfrom datetime import datetime\nimport torch\nimport time\n\nfrom torch.distributed.fsdp import (\n "
},
{
"path": "distributed/FSDP/policies/__init__.py",
"chars": 128,
"preview": "from .mixed_precision import *\nfrom .wrapping import *\nfrom .activation_checkpointing_functions import apply_fsdp_checkp"
},
{
"path": "distributed/FSDP/policies/activation_checkpointing_functions.py",
"chars": 816,
"preview": "import torch\nimport os\nimport torch.distributed as dist\nfrom torch.distributed.algorithms._checkpoint.checkpoint_wrapper"
},
{
"path": "distributed/FSDP/policies/mixed_precision.py",
"chars": 862,
"preview": "import torch\n\nfrom torch.distributed.fsdp import (\n # FullyShardedDataParallel as FSDP,\n # CPUOffload,\n MixedPr"
},
{
"path": "distributed/FSDP/policies/wrapping.py",
"chars": 1152,
"preview": "# holds various wrapping policies for fsdp\n\n\nimport torch.distributed as dist\nimport torch.nn as nn\nimport torch\n\nfrom t"
},
{
"path": "distributed/FSDP/requirements.txt",
"chars": 54,
"preview": "transformers\ndatasets\ntqdm\nprotobuf\nSentencePiece\nnlp\n"
},
{
"path": "distributed/FSDP/summarization_dataset.py",
"chars": 2835,
"preview": "import argparse\nimport glob\nimport os\nimport json\nimport time\nimport logging\nimport random\nimport re\nfrom itertools impo"
},
{
"path": "distributed/FSDP/utils/__init__.py",
"chars": 203,
"preview": "from .environment import bfloat_support\nfrom .train_utils import setup, cleanup, get_date_of_run, format_metrics_to_gb, "
},
{
"path": "distributed/FSDP/utils/environment.py",
"chars": 982,
"preview": "# Copyright (c) 2022 Meta Platforms, Inc. and its affiliates.\n# All rights reserved.\n#\n\n# This is a simple check to conf"
},
{
"path": "distributed/FSDP/utils/train_utils.py",
"chars": 3187,
"preview": "import os\nimport torch\nimport torch.distributed as dist\nfrom datetime import datetime\nimport tqdm\nfrom transformers impo"
},
{
"path": "distributed/FSDP2/README.md",
"chars": 705,
"preview": "## FSDP2\nTo run FSDP2 on transformer model:\n\n```\ncd distributed/FSDP2\npip install -r requirements.txt\ntorchrun --nproc_p"
},
{
"path": "distributed/FSDP2/checkpoint.py",
"chars": 7707,
"preview": "import os\nimport time\n\nimport torch\nimport torch.nn as nn\nfrom torch.distributed.checkpoint.state_dict import (\n _ini"
},
{
"path": "distributed/FSDP2/example.py",
"chars": 4136,
"preview": "import argparse\nimport os\n\nimport torch\nfrom checkpoint import Checkpointer\nfrom model import ModelArgs, Transformer\nfro"
},
{
"path": "distributed/FSDP2/model.py",
"chars": 4604,
"preview": "from dataclasses import dataclass\n\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\n\n\n@dataclass\nclass"
},
{
"path": "distributed/FSDP2/requirements.txt",
"chars": 17,
"preview": "torch>=2.7\nnumpy\n"
},
{
"path": "distributed/FSDP2/run_example.sh",
"chars": 348,
"preview": "# /bin/bash\n# bash run_example.sh {file_to_run.py} {num_gpus}\n# where file_to_run = example to run. Default = 'example.p"
},
{
"path": "distributed/FSDP2/utils.py",
"chars": 675,
"preview": "import torch\nfrom model import Transformer\nfrom torch.distributed.fsdp import FSDPModule\nfrom torch.distributed.tensor i"
},
{
"path": "distributed/ddp/README.md",
"chars": 7282,
"preview": "\n# Distributed Data Parallel (DDP) Applications with PyTorch\n\nThis guide demonstrates how to structure a distributed mod"
},
{
"path": "distributed/ddp/example.py",
"chars": 3481,
"preview": "import argparse\nimport os\nimport sys\nimport tempfile\nfrom urllib.parse import urlparse\n\nimport torch\nimport torch.distri"
},
{
"path": "distributed/ddp/requirements.txt",
"chars": 11,
"preview": "torch>=2.7\n"
},
{
"path": "distributed/ddp/run_example.sh",
"chars": 394,
"preview": "# /bin/bash\n# bash run_example.sh {file_to_run.py} {num_gpus}\n# where file_to_run = example to run. Default = 'example.p"
},
{
"path": "distributed/ddp-tutorial-series/README.md",
"chars": 929,
"preview": "# distributed-pytorch\n\nCode for the DDP tutorial series at https://pytorch.org/tutorials/beginner/ddp_series_intro.html\n"
},
{
"path": "distributed/ddp-tutorial-series/datautils.py",
"chars": 331,
"preview": "import torch\nfrom torch.utils.data import Dataset\n\nclass MyTrainDataset(Dataset):\n def __init__(self, size):\n "
},
{
"path": "distributed/ddp-tutorial-series/multigpu.py",
"chars": 3674,
"preview": "import torch\nimport torch.nn.functional as F\nfrom torch.utils.data import Dataset, DataLoader\nfrom datautils import MyTr"
},
{
"path": "distributed/ddp-tutorial-series/multigpu_torchrun.py",
"chars": 4021,
"preview": "import torch\nimport torch.nn.functional as F\nfrom torch.utils.data import Dataset, DataLoader\nfrom datautils import MyTr"
},
{
"path": "distributed/ddp-tutorial-series/multinode.py",
"chars": 4106,
"preview": "import torch\nimport torch.nn.functional as F\nfrom torch.utils.data import Dataset, DataLoader\nfrom datautils import MyTr"
},
{
"path": "distributed/ddp-tutorial-series/requirements.txt",
"chars": 13,
"preview": "torch>=1.11.0"
},
{
"path": "distributed/ddp-tutorial-series/single_gpu.py",
"chars": 2784,
"preview": "import torch\nimport torch.nn.functional as F\nfrom torch.utils.data import Dataset, DataLoader\nfrom datautils import MyTr"
},
{
"path": "distributed/ddp-tutorial-series/slurm/config.yaml.template",
"chars": 582,
"preview": "Region: us-east-1\n\nImage:\n Os: ubuntu1804\n\nSharedStorage:\n - MountDir: /shared\n Name: shared-fs\n StorageType: Fs"
},
{
"path": "distributed/ddp-tutorial-series/slurm/sbatch_run.sh",
"chars": 553,
"preview": "#!/bin/bash\n\n#SBATCH --job-name=multinode-example\n#SBATCH --nodes=4\n#SBATCH --ntasks=4\n#SBATCH --gpus-per-task=1\n#SBATCH"
},
{
"path": "distributed/ddp-tutorial-series/slurm/setup_pcluster_slurm.md",
"chars": 1114,
"preview": "# Setup AWS cluster with pcluster\n\n## 1. Sign in to an AWS instance\n\n## 2. Install pcluster\n```\npip3 install awscli -U -"
},
{
"path": "distributed/minGPT-ddp/README.md",
"chars": 1017,
"preview": "# minGPT-DDP\n\nCode accompanying the tutorial at https://pytorch.org/tutorials/intermediate/ddp_series_minGPT.html for tr"
},
{
"path": "distributed/minGPT-ddp/mingpt/char_dataset.py",
"chars": 1410,
"preview": "import torch\nfrom torch.utils.data import Dataset\nimport fsspec\nfrom dataclasses import dataclass\n\n\"\"\"\nAdapted from http"
},
{
"path": "distributed/minGPT-ddp/mingpt/gpt2_train_cfg.yaml",
"chars": 468,
"preview": "data_config:\n path: https://raw.githubusercontent.com/karpathy/char-rnn/master/data/tinyshakespeare/input.txt\n block_s"
},
{
"path": "distributed/minGPT-ddp/mingpt/main.py",
"chars": 2139,
"preview": "import os\nimport sys\nimport torch\nfrom torch.utils.data import random_split\nfrom torch.distributed import init_process_g"
},
{
"path": "distributed/minGPT-ddp/mingpt/model.py",
"chars": 11128,
"preview": "\"\"\"\nFull definition of a GPT Language Model, all of it in this single file.\nAdapted from https://github.com/karpathy/min"
},
{
"path": "distributed/minGPT-ddp/mingpt/slurm/config.yaml.template",
"chars": 582,
"preview": "Region: us-east-1\n\nImage:\n Os: ubuntu1804\n\nSharedStorage:\n - MountDir: /shared\n Name: shared-fs\n StorageType: Fs"
},
{
"path": "distributed/minGPT-ddp/mingpt/slurm/sbatch_run.sh",
"chars": 543,
"preview": "#!/bin/bash\n\n#SBATCH --job-name=multinode-example\n#SBATCH --nodes=2\n#SBATCH --ntasks=2\n#SBATCH --gpus-per-task=1\n#SBATCH"
},
{
"path": "distributed/minGPT-ddp/mingpt/slurm/setup_pcluster_slurm.md",
"chars": 1205,
"preview": "# Setup AWS cluster with pcluster\nRefer https://www.hpcworkshops.com/04-pcluster-cli.html\n\n## 1. Sign in to an AWS insta"
},
{
"path": "distributed/minGPT-ddp/mingpt/trainer.py",
"chars": 5993,
"preview": "\"\"\"\nSimple training loop; Boilerplate that could apply to any arbitrary neural network,\nso nothing in this file really h"
},
{
"path": "distributed/minGPT-ddp/requirements.txt",
"chars": 45,
"preview": "torch>=2.7\nboto3\nhydra-core\nrequests\naiohttp\n"
},
{
"path": "distributed/minGPT-ddp/run_example.sh",
"chars": 326,
"preview": "#!/bin/bash\n# Usage: bash run_example.sh {file_to_run.py} {num_gpus}\n# where file_to_run = example to run. Default = 'ma"
},
{
"path": "distributed/rpc/batch/README.md",
"chars": 702,
"preview": "# Examples For Asynchronous RPC User Functions\n\nThis folder contains two examples for [`@rpc.functions.async_execution`]"
},
{
"path": "distributed/rpc/batch/parameter_server.py",
"chars": 4705,
"preview": "import os\nimport threading\nfrom datetime import datetime\nimport warnings\n\nimport torch\nimport torch.distributed as dist\n"
},
{
"path": "distributed/rpc/batch/reinforce.py",
"chars": 9892,
"preview": "import argparse\nimport gymnasium as gym\nimport os\nimport threading\nimport time\nimport warnings\n\n# Suppress deprecated Pr"
},
{
"path": "distributed/rpc/batch/requirements.txt",
"chars": 34,
"preview": "torch\ntorchvision\nnumpy\ngymnasium\n"
},
{
"path": "distributed/rpc/ddp_rpc/README.md",
"chars": 961,
"preview": "Distributed DataParallel + Distributed RPC Framework Example\n\nThis example demonstrates how to combine Distributed DataP"
},
{
"path": "distributed/rpc/ddp_rpc/main.py",
"chars": 6922,
"preview": "import random\n\nimport torch\nimport torch.distributed as dist\nimport torch.distributed.autograd as dist_autograd\nimport t"
},
{
"path": "distributed/rpc/ddp_rpc/requirements.txt",
"chars": 19,
"preview": "torch>=2.7.0\nnumpy\n"
},
{
"path": "distributed/rpc/parameter_server/README.md",
"chars": 1244,
"preview": "### RPC-based distributed training\n\nThis is a basic example of RPC-based training that uses several trainers remotely tr"
},
{
"path": "distributed/rpc/parameter_server/requirements.txt",
"chars": 19,
"preview": "torch>=2.7.1\nnumpy\n"
},
{
"path": "distributed/rpc/parameter_server/rpc_parameter_server.py",
"chars": 11628,
"preview": "import argparse\nimport os\nfrom threading import Lock\n\nimport torch\nimport torch.distributed.autograd as dist_autograd\nim"
},
{
"path": "distributed/rpc/pipeline/README.md",
"chars": 685,
"preview": "Distributed Pipeline Parallel Example\n\nThis example shows how to distribute a ResNet50 model on two RPC workers and\nthen"
},
{
"path": "distributed/rpc/pipeline/main.py",
"chars": 9675,
"preview": "import os\nimport threading\nimport time\nimport warnings\nfrom functools import wraps\n\nimport torch\nimport torch.nn as nn\ni"
},
{
"path": "distributed/rpc/pipeline/requirements.txt",
"chars": 17,
"preview": "torch\ntorchvision"
},
{
"path": "distributed/rpc/rl/README.md",
"chars": 330,
"preview": "Distributed Multi-Observer Single-Agent Reinforcement Learning Example\n\nThis example demonstrates `torch.distributed.rpc"
},
{
"path": "distributed/rpc/rl/main.py",
"chars": 9133,
"preview": "import argparse\nimport gymnasium as gym\nimport numpy as np\nimport os\nfrom itertools import count\n\nimport torch\nimport to"
},
{
"path": "distributed/rpc/rl/requirements.txt",
"chars": 22,
"preview": "torch\nnumpy\ngymnasium\n"
},
{
"path": "distributed/rpc/rnn/README.md",
"chars": 231,
"preview": "Distributed RNN Model Parallel Example\n\nThis example shows how to build an RNN model using RPC where different\ncomponent"
},
{
"path": "distributed/rpc/rnn/main.py",
"chars": 2485,
"preview": "import os\n\nimport torch\nimport torch.distributed.autograd as dist_autograd\nimport torch.distributed.rpc as rpc\nimport to"
},
{
"path": "distributed/rpc/rnn/requirements.txt",
"chars": 19,
"preview": "torch>=2.7.1\nnumpy\n"
},
{
"path": "distributed/rpc/rnn/rnn.py",
"chars": 3692,
"preview": "import torch\nimport torch.nn as nn\nimport torch.distributed.rpc as rpc\nfrom torch.distributed.rpc import RRef\n\n\ndef _cal"
},
{
"path": "distributed/tensor_parallelism/README.md",
"chars": 1155,
"preview": "# PyTorch native Tensor Parallel for distributed training\n\nThis example demonstrates SPMD Megatron-LM style Tensor Paral"
},
{
"path": "distributed/tensor_parallelism/fsdp_tp_example.py",
"chars": 6114,
"preview": "\"\"\"\nThis is the script to test 2D Parallel which combines Tensor/Sequence\nparallel with Fully Sharded Data Parallel (TP/"
},
{
"path": "distributed/tensor_parallelism/llama2_model.py",
"chars": 16585,
"preview": "# Copyright (c) Meta Platforms, Inc. and affiliates.\n# This software may be used and distributed according to the terms "
},
{
"path": "distributed/tensor_parallelism/log_utils.py",
"chars": 611,
"preview": "import logging\nimport torch\n\nlogging.basicConfig(\n format=\"%(asctime)s %(message)s\", datefmt=\"%m/%d/%Y %I:%M:%S %p\", "
},
{
"path": "distributed/tensor_parallelism/requirements.txt",
"chars": 96,
"preview": "# Python dependencies required for running the example\n\ntorch >= 2.7.1; sys_platform == \"linux\"\n"
},
{
"path": "distributed/tensor_parallelism/run_example.sh",
"chars": 497,
"preview": "\n# To run samples:\n# bash run_example.sh {file_to_run.py} {num_gpus}\n# where file_to_run = example to launch. Default ="
},
{
"path": "distributed/tensor_parallelism/sequence_parallel_example.py",
"chars": 3324,
"preview": "\"\"\"\nThis is the script to test Sequence Parallel(SP) on a toy model in a\nMegetron-LM SPMD style. We show an E2E working "
},
{
"path": "distributed/tensor_parallelism/tensor_parallel_example.py",
"chars": 3975,
"preview": "\"\"\"\nThis is the script to test Tensor Parallel(TP) on a toy model in a\nMegetron-LM SPMD style. We show an E2E working fl"
},
{
"path": "docs/Makefile",
"chars": 638,
"preview": "# Minimal makefile for Sphinx documentation\n#\n\n# You can set these variables from the command line, and also\n# from the "
},
{
"path": "docs/make.bat",
"chars": 804,
"preview": "@ECHO OFF\r\n\r\npushd %~dp0\r\n\r\nREM Command file for Sphinx documentation\r\n\r\nif \"%SPHINXBUILD%\" == \"\" (\r\n\tset SPHINXBUILD=sp"
},
{
"path": "docs/requirements.txt",
"chars": 137,
"preview": "\nsphinx==5.3.0\n#Pinned versions: 5.3.0\n-e git+https://github.com/pytorch/pytorch_sphinx_theme.git#egg=pytorch_sphinx_the"
},
{
"path": "docs/source/_static/.gitkeep",
"chars": 0,
"preview": ""
},
{
"path": "docs/source/conf.py",
"chars": 2631,
"preview": "#!/usr/bin/env python3\n# Copyright (c) Meta Platforms, Inc. and affiliates.\n# All rights reserved.\n#\n# This source code "
},
{
"path": "docs/source/index.rst",
"chars": 7346,
"preview": "PyTorch Examples\n================\n\nThis pages lists various PyTorch examples that you can use to learn and\nexperiment wi"
},
{
"path": "fast_neural_style/README.md",
"chars": 3903,
"preview": "# fast-neural-style :city_sunrise: :rocket:\n\nThis repository contains a pytorch implementation of an algorithm for artis"
},
{
"path": "fast_neural_style/download_saved_models.py",
"chars": 931,
"preview": "import os\nimport zipfile\n\n# PyTorch 1.1 moves _download_url_to_file\n# from torch.utils.model_zoo to torch.hub\n# PyTorc"
},
{
"path": "fast_neural_style/neural_style/__init__.py",
"chars": 0,
"preview": ""
},
{
"path": "fast_neural_style/neural_style/neural_style.py",
"chars": 10889,
"preview": "import argparse\nimport os\nimport sys\nimport time\nimport re\n\nimport numpy as np\nimport torch\nfrom torch.optim import Adam"
},
{
"path": "fast_neural_style/neural_style/transformer_net.py",
"chars": 3782,
"preview": "import torch\n\n\nclass TransformerNet(torch.nn.Module):\n def __init__(self):\n super(TransformerNet, self).__init"
},
{
"path": "fast_neural_style/neural_style/utils.py",
"chars": 997,
"preview": "import torch\nfrom PIL import Image\n\n\ndef load_image(filename, size=None, scale=None):\n img = Image.open(filename).con"
},
{
"path": "fast_neural_style/neural_style/vgg.py",
"chars": 1398,
"preview": "from collections import namedtuple\n\nimport torch\nfrom torchvision import models\n\n\nclass Vgg16(torch.nn.Module):\n def "
},
{
"path": "fast_neural_style/requirements.txt",
"chars": 29,
"preview": "numpy\ntorch>=2.6\ntorchvision\n"
},
{
"path": "fx/README.md",
"chars": 500,
"preview": "# FX Examples\n\nThis folder contains several examples of program transformations implemented using `torch.fx`. More infor"
},
{
"path": "fx/custom_tracer.py",
"chars": 4178,
"preview": "import torch\nfrom torch.fx import symbolic_trace, Tracer, Graph, GraphModule, Node\nfrom typing import Any, Callable, Dic"
},
{
"path": "fx/inline_function.py",
"chars": 3195,
"preview": "import torch\nfrom torch.fx import Proxy, symbolic_trace\nfrom torch.fx.node import map_arg\n\n\n'''\nHow to Inline a Function"
},
{
"path": "fx/invert.py",
"chars": 2140,
"preview": "import torch\nimport torch.fx as fx\n\n# An inverse mapping is one that takes a function f(x) and returns a function g\n# su"
},
{
"path": "fx/module_tracer.py",
"chars": 6648,
"preview": "\"\"\"\nRecording Module Hierarchy With a Custom Tracer\n\nIn this example, we are going to define a custom `fx.Tracer` instan"
},
{
"path": "fx/native_interpreter/CMakeLists.txt",
"chars": 283,
"preview": "cmake_minimum_required(VERSION 3.1 FATAL_ERROR)\nproject(interpreter)\n\nfind_package(Torch REQUIRED)\n\n# Define our library"
},
{
"path": "fx/native_interpreter/README.md",
"chars": 2498,
"preview": "# Converting PyTorch Code to a Native Runtime With FX and TorchScript Custom Classes\n\nIn this example, we are going to b"
},
{
"path": "fx/native_interpreter/interpreter.cpp",
"chars": 7343,
"preview": "#include <torch/script.h>\n\n#include <sstream>\n\n// ElementwiseInterpreter is a class that takes in a list of Instructions"
},
{
"path": "fx/native_interpreter/use_interpreter.py",
"chars": 5134,
"preview": "import torch\nimport torch.fx\nimport operator\n\n# Does this path not exist? Check that you've done the following:\n# 1) Rea"
},
{
"path": "fx/primitive_library.py",
"chars": 6365,
"preview": "import torch\nimport torch.fx\n\"\"\"\nIn this example we are going do define a library of\n\"composite\" operations. Composite o"
},
{
"path": "fx/profiling_tracer.py",
"chars": 5966,
"preview": "\"\"\"\nThis file demonstrates using a custom FX Tracer to override\nthe behavior of `torch.autograd.profiler.record_function"
},
{
"path": "fx/proxy_based_graph_creation.py",
"chars": 2115,
"preview": "import torch\nfrom torch.fx import Proxy, Graph, GraphModule\n\n\n'''\nHow to Create a Graph Using Proxy Objects Instead of T"
},
{
"path": "fx/replace_op.py",
"chars": 2433,
"preview": "import torch\nfrom torch.fx import symbolic_trace\nimport operator\n\n\"\"\"\nHow to Replace One Op With Another\n\n1. Iterate thr"
},
{
"path": "fx/requirements.txt",
"chars": 18,
"preview": "torch\ntorchvision\n"
},
{
"path": "fx/subgraph_rewriter_basic_use.py",
"chars": 2486,
"preview": "import torch\nfrom torch.fx import symbolic_trace, replace_pattern\n\n\n'''\nHow to Use the FX Subgraph Rewriter\n\nFor easy su"
},
{
"path": "fx/wrap_output_dynamically.py",
"chars": 2653,
"preview": "\nfrom enum import Enum, auto\n\nimport torch\nfrom torch.fx import GraphModule, Node, Proxy, symbolic_trace\n\n'''\nWrap Graph"
},
{
"path": "gat/README.md",
"chars": 6927,
"preview": "# Graph Attention Network\n\nThis repository contains a PyTorch implementation of the **Graph Attention Networks (GAT)** b"
},
{
"path": "gat/main.py",
"chars": 16110,
"preview": "import os\nimport time\nimport requests\nimport tarfile\nimport numpy as np\nimport argparse\n\nimport torch\nfrom torch import "
},
{
"path": "gat/requirements.txt",
"chars": 21,
"preview": "torch\nrequests\nnumpy\n"
},
{
"path": "gcn/README.md",
"chars": 2062,
"preview": "# Graph Convolutional Network\n\nThis repository contains an implementation of Graph Convolutional Networks (GCN) based on"
},
{
"path": "gcn/main.py",
"chars": 11760,
"preview": "import os\nimport time\nimport requests\nimport tarfile\nimport numpy as np\nimport argparse\n\nimport torch\nfrom torch import "
},
{
"path": "gcn/requirements.txt",
"chars": 38,
"preview": "torch>=2.6\ntorchvision\nrequests\nnumpy\n"
},
{
"path": "imagenet/README.md",
"chars": 5573,
"preview": "# ImageNet training in PyTorch\n\nThis implements training of popular model architectures, such as ResNet, AlexNet, and VG"
},
{
"path": "imagenet/extract_ILSVRC.sh",
"chars": 2510,
"preview": "#!/bin/bash\n#\n# script to extract ImageNet dataset\n# ILSVRC2012_img_train.tar (about 138 GB)\n# ILSVRC2012_img_val.tar (a"
},
{
"path": "imagenet/main.py",
"chars": 20959,
"preview": "import argparse\nimport os\nimport random\nimport shutil\nimport time\nimport warnings\nfrom enum import Enum\n\nimport torch\nim"
},
{
"path": "imagenet/requirements.txt",
"chars": 23,
"preview": "torch>=2.6\ntorchvision\n"
},
{
"path": "language_translation/README.md",
"chars": 1740,
"preview": "# Language Translation\n\nThis example shows how one might use transformers for language translation. In particular, this "
},
{
"path": "language_translation/main.py",
"chars": 10809,
"preview": "from time import time # Track how long an epoch takes\nimport os # Creating and finding files/directories\nimport logging "
},
{
"path": "language_translation/requirements.txt",
"chars": 51,
"preview": "torch\ntorchtext\ntorchdata==0.9.0\nspacy\nportalocker\n"
},
{
"path": "language_translation/src/data.py",
"chars": 5083,
"preview": "import torch\nfrom torch.nn.utils.rnn import pad_sequence\nfrom torch.utils.data import DataLoader\nfrom torchtext.data.uti"
},
{
"path": "language_translation/src/model.py",
"chars": 2859,
"preview": "import math\n\nimport torch\nfrom torch.nn import functional as F\nfrom torch import nn\n\nclass PositionalEncoding(nn.Module)"
},
{
"path": "legacy/snli/README.md",
"chars": 1313,
"preview": "# PyTorch-based NLI Training with SNLI\n\n## 📝 Overview\n\nThis repository contains Python scripts to train a Natural Langua"
},
{
"path": "legacy/snli/model.py",
"chars": 2655,
"preview": "import torch\nimport torch.nn as nn\n\n\nclass Bottle(nn.Module):\n\n def forward(self, input):\n if len(input.size()"
},
{
"path": "legacy/snli/requirements.txt",
"chars": 22,
"preview": "torch\ntorchtext\nspacy\n"
},
{
"path": "legacy/snli/train.py",
"chars": 5354,
"preview": "import os\nimport time\nimport glob\n\nimport torch\nimport torch.optim as O\nimport torch.nn as nn\n\nfrom torchtext.legacy imp"
},
{
"path": "legacy/snli/util.py",
"chars": 3885,
"preview": "import os\nfrom argparse import ArgumentParser\n\ndef makedirs(name):\n \"\"\"helper function for python 2 and 3 to call os."
},
{
"path": "mnist/README.md",
"chars": 152,
"preview": "# Basic MNIST Example\n\n```bash\npip install -r requirements.txt\npython main.py\n# CUDA_VISIBLE_DEVICES=2 python main.py #"
},
{
"path": "mnist/main.py",
"chars": 5392,
"preview": "import argparse\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nimport torch.optim as optim\nfrom torc"
},
{
"path": "mnist/requirements.txt",
"chars": 18,
"preview": "torch\ntorchvision\n"
},
{
"path": "mnist_forward_forward/README.md",
"chars": 1161,
"preview": "# Basic Forward-Forward Example\n\nThis example implements the paper [The Forward-Forward Algorithm: Some Preliminary Inve"
},
{
"path": "mnist_forward_forward/main.py",
"chars": 5833,
"preview": "# This code is based on the implementation of Mohammad Pezeshki available at\n# https://github.com/mohammadpz/pytorch_for"
},
{
"path": "mnist_forward_forward/requirements.txt",
"chars": 18,
"preview": "torch\ntorchvision\n"
},
{
"path": "mnist_hogwild/README.md",
"chars": 958,
"preview": "# MNIST Hogwild Example\n\n```bash\npip install -r requirements.txt\npython main.py\n```\n\nThe main.py script accepts the foll"
},
{
"path": "mnist_hogwild/main.py",
"chars": 4205,
"preview": "from __future__ import print_function\nimport argparse\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F"
},
{
"path": "mnist_hogwild/requirements.txt",
"chars": 26,
"preview": "torch\ntorchvision==0.20.0\n"
},
{
"path": "mnist_hogwild/train.py",
"chars": 2038,
"preview": "import os\nimport torch\nimport torch.optim as optim\nimport torch.nn.functional as F\n\n\ndef train(rank, args, model, device"
},
{
"path": "mnist_rnn/README.md",
"chars": 993,
"preview": "# Example of MNIST using RNN\n\n## Motivation\nCreate pytorch example similar to Official Tensorflow Keras RNN example usin"
},
{
"path": "mnist_rnn/main.py",
"chars": 5658,
"preview": "from __future__ import print_function\n\nimport argparse\n\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as"
},
{
"path": "mnist_rnn/requirements.txt",
"chars": 18,
"preview": "torch\ntorchvision\n"
},
{
"path": "regression/README.md",
"chars": 99,
"preview": "# Linear regression example\n\nTrains a single fully-connected layer to fit a 4th degree polynomial.\n"
},
{
"path": "regression/main.py",
"chars": 1595,
"preview": "#!/usr/bin/env python\nfrom __future__ import print_function\nfrom itertools import count\n\nimport torch\nimport torch.nn.fu"
},
{
"path": "regression/requirements.txt",
"chars": 6,
"preview": "torch\n"
},
{
"path": "reinforcement_learning/README.md",
"chars": 167,
"preview": "# Reinforcement learning training example\n\n```bash\npip install -r requirements.txt\n# For REINFORCE:\npython reinforce.py\n"
},
{
"path": "reinforcement_learning/actor_critic.py",
"chars": 5370,
"preview": "import argparse\nimport gymnasium as gym\nimport numpy as np\nfrom itertools import count\nfrom collections import namedtupl"
},
{
"path": "reinforcement_learning/reinforce.py",
"chars": 3384,
"preview": "import argparse\nimport gymnasium as gym\nimport numpy as np\nfrom itertools import count\nfrom collections import deque\nimp"
},
{
"path": "reinforcement_learning/requirements.txt",
"chars": 39,
"preview": "torch\nnumpy\ngymnasium[classic-control]\n"
},
{
"path": "run_cpp_examples.sh",
"chars": 4116,
"preview": "#!/usr/bin/env bash\n# This script runs through the code in each of the cpp examples.\n# The purpose is just as an integra"
},
{
"path": "run_distributed_examples.sh",
"chars": 3028,
"preview": "#!/usr/bin/env bash\n#\n# This script runs through the code in each of the python examples.\n# The purpose is just as an in"
},
{
"path": "run_python_examples.sh",
"chars": 8647,
"preview": "#!/bin/bash\n#\n# This script runs through the code in each of the python examples.\n# The purpose is just as an integratio"
},
{
"path": "runtime.txt",
"chars": 4,
"preview": "3.9\n"
},
{
"path": "siamese_network/README.md",
"chars": 1804,
"preview": "# Siamese Network Example\nSiamese network for image similarity estimation.\nThe network is composed of two identical netw"
},
{
"path": "siamese_network/main.py",
"chars": 12938,
"preview": "from __future__ import print_function\nimport argparse, random, copy\nimport numpy as np\n\nimport torch\nimport torch.nn as "
}
]
// ... and 23 more files (download for full content)
About this extraction
This page contains the full source code of the pytorch/examples GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 223 files (884.1 KB), approximately 255.0k tokens, and a symbol index with 620 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
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