Github2.2K星PyTorch資源列表：450個NLP/CV/SP、論文實現、教程、示例

新聞 10-23

新智元推薦
來源：專知（Quan_Zhuanzhi）
【新智元導讀】

項目地址：

https://github.com/bharathgs/Awesome-pytorch-list

Github2.2K星PyTorch資源列表：450個NLP/CV/SP、論文實現、教程、示例

PyTorch 是什麼？

PyTorch是一個用於科學計算和深度學習的Python擴展庫。它便於學習、編寫和調試，支持靈活的動態計算圖和GPU高速運算，具有完善的研發生態和技術社區。PyTorch於2017年由Facebook正式推出後，迅速引起了人工智慧研發人員的關注，目前已成為最受重視的機器學習軟體庫之一。近日，Facebook 在首屆 PyTorch 開發者大會發布了 PyTorch1.0 預覽版，標誌著這一框架更為穩定可用。

一. 自然語言與語音處理NLP & Speech Processing

二. 計算機視覺CV

三. 概率生成庫

四. 其他庫

五. 教程和例子

六. 論文實現

七.其他Pytorch資源

目錄內容

Pytorch 官網

項目鏈接：https://github.com/pytorch/pytorch/releases

一. 自然語言與語音處理

pytorch text : Torch text related contents.
pytorch-seq2seq: A framework for sequence-to-sequence (seq2seq) models implemented in PyTorch.
anuvada: Interpretable Models for NLP using PyTorch.
audio: simple audio I/O for pytorch.
loop: A method to generate speech across multiple speakers
fairseq-py: Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
speech: PyTorch ASR Implementation.
OpenNMT-py: Open-Source Neural Machine Translation in PyTorch http://opennmt.net
neuralcoref: State-of-the-art coreference resolution based on neural nets and spaCy huggingface.co/coref
sentiment-discovery: Unsupervised Language Modeling at scale for robust sentiment classification.
MUSE: A library for Multilingual Unsupervised or Supervised word Embeddings
nmtpytorch: Neural Machine Translation Framework in PyTorch.
pytorch-wavenet: An implementation of WaveNet with fast generation
Tacotron-pytorch: Tacotron: Towards End-to-End Speech Synthesis.
AllenNLP: An open-source NLP research library, built on PyTorch.
PyTorch-NLP: Text utilities and datasets for PyTorch pytorchnlp.readthedocs.io
quick-nlp: Pytorch NLP library based on FastAI.
TTS: Deep learning for Text2Speech
LASER: Language-Agnostic SEntence Representations
pyannote-audio: Neural building blocks for speaker diarization: speech activity detection, speaker change detection, speaker embedding
gensen: Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning.
translate: Translate - a PyTorch Language Library.
espnet: End-to-End Speech Processing Toolkit espnet.github.io/espnet
pythia: A software suite for Visual Question Answering
UnsupervisedMT: Phrase-Based & Neural Unsupervised Machine Translation.
jiant: The jiant sentence representation learning toolkit.

二. 計算機視覺

pytorch vision : Datasets, Transforms and Models specific to Computer Vision.
pt-styletransfer: Neural style transfer as a class in PyTorch.
OpenFacePytorch: PyTorch module to use OpenFace"s nn4.small2.v1.t7 model
img_classification_pk_pytorch: Quickly comparing your image classification models with the state-of-the-art models (such as DenseNet, ResNet, ...)
SparseConvNet: Submanifold sparse convolutional networks.
Convolution_LSTM_pytorch: A multi-layer convolution LSTM module
face-alignment:
2D and 3D Face alignment library build using pytorch adrianbulat.com
pytorch-semantic-segmentation: PyTorch for Semantic Segmentation.
RoIAlign.pytorch: This is a PyTorch version of RoIAlign. This implementation is based on crop_and_resize and supports both forward and backward on CPU and GPU.
pytorch-cnn-finetune: Fine-tune pretrained Convolutional Neural Networks with PyTorch.
detectorch: Detectorch - detectron for PyTorch
Augmentor: Image augmentation library in Python for machine learning. http://augmentor.readthedocs.io
s2cnn: This library contains a PyTorch implementation of the SO(3) equivariant CNNs for spherical signals (e.g. omnidirectional cameras, signals on the globe) s

三. 概率生成庫

ptstat: Probabilistic Programming and Statistical Inference in PyTorch
pyro: Deep universal probabilistic programming with Python and PyTorch http://pyro.ai
probtorch: Probabilistic Torch is library for deep generative models that extends PyTorch.
paysage: Unsupervised learning and generative models in python/pytorch.
pyvarinf: Python package facilitating the use of Bayesian Deep Learning methods with Variational Inference for PyTorch.
pyprob: A PyTorch-based library for probabilistic programming and inference compilation.
mia: A library for running membership inference attacks against ML models.

四. 其他庫

pytorch extras : Some extra features for pytorch.
functional zoo : PyTorch, unlike lua torch, has autograd in it"s core, so using modular structure of torch.nn modules is not necessary, one can easily allocate needed Variables and write a function that utilizes them, which is sometimes more convenient. This repo contains model definitions in this functional way, with pretrained weights for some models.
torch-sampling : This package provides a set of transforms and data structures for sampling from in-memory or out-of-memory data.
torchcraft-py : Python wrapper for TorchCraft, a bridge between Torch and StarCraft for AI research.
aorun : Aorun intend to be a Keras with PyTorch as backend.
logger : A simple logger for experiments.
PyTorch-docset : PyTorch docset! use with Dash, Zeal, Velocity, or LovelyDocs.
convert_torch_to_pytorch : Convert torch t7 model to pytorch model and source.
pretrained-models.pytorch: The goal of this repo is to help to reproduce research papers results.
pytorch_fft : PyTorch wrapper for FFTs

五. 教程例子

Practical Pytorch : Tutorials explaining different RNN models
DeepLearningForNLPInPytorch : An IPython Notebook tutorial on deep learning, with an emphasis on Natural Language Processing.
pytorch-tutorial : tutorial for researchers to learn deep learning with pytorch.
pytorch-exercises : pytorch-exercises collection.
pytorch tutorials : Various pytorch tutorials.
pytorch examples : A repository showcasing examples of using pytorch
pytorch practice : Some example scripts on pytorch.
pytorch mini tutorials : Minimal tutorials for PyTorch adapted from Alec Radford"s Theano tutorials.
pytorch text classification : A simple implementation of CNN based text classification in Pytorch
cats vs dogs : Example of network fine-tuning in pytorch for the kaggle competition Dogs vs. Cats Redux: Kernels Edition. Currently #27 (0.05074) on the leaderboard.

六. 論文實現

google_evolution : This implements one of result networks from Large-scale evolution of image classifiers by Esteban Real, et. al.
pyscatwave : Fast Scattering Transform with CuPy/PyTorch,read the paper here
scalingscattering : Scaling The Scattering Transform : Deep Hybrid Networks.
deep-auto-punctuation : a pytorch implementation of auto-punctuation learned character by character.
Realtime_Multi-Person_Pose_Estimation : This is a pytorch version of Realtime_Multi-Person_Pose_Estimation, origin code is here .
PyTorch-value-iteration-networks : PyTorch implementation of the Value Iteration Networks (NIPS "16) paper
pytorch_Highway : Highway network implemented in pytorch.
pytorch_NEG_loss : NEG loss implemented in pytorch.
pytorch_RVAE : Recurrent Variational Autoencoder that generates sequential data implemented in pytorch.
pytorch_TDNN : Time Delayed NN implemented in pytorch.

七. 其他Pytorch資源

the-incredible-pytorch : The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.
generative models : Collection of generative models, e.g. GAN, VAE in Tensorflow, Keras, and Pytorch. http://wiseodd.github.io
pytorch vs tensorflow : an informative thread on reddit.
Pytorch discussion forum
pytorch notebook: docker-stack : A project similar to Jupyter Notebook Scientific Python Stack
drawlikebobross: Draw like Bob Ross using the power of Neural Networks (With PyTorch)!
pytorch-tvmisc: Totally Versatile Miscellanea for Pytorch
pytorch-a3c-mujoco: Implement A3C for Mujoco gym envs.
PyTorch in 5 Minutes.
pytorch_chatbot: A Marvelous ChatBot implemented using PyTorch.