PyTorch

E17843
Python library deep learning framework machine learning library open-source software

PyTorch is an open-source deep learning framework widely used for building and training neural networks, known for its dynamic computation graph and strong support for research and production in Python.

Jump to: Surface forms Statements Referenced by

Observed surface forms (9)

Surface form Occurrences
PyTorch ecosystem 2
TorchScript 2
PyTorch (via XLA or specialized backends) 1

Statements (59)

Predicate Object
instanceOf Python library ⓘ
deep learning framework ⓘ
machine learning library ⓘ
open-source software ⓘ
developer Meta AI ⓘ
Meta Platforms, Inc. ⓘ
surface form: Meta Platforms
hasComponent torch.autograd ⓘ
PyTorch self-linksurface differs ⓘ
surface form: torch.distributed

torch.jit ⓘ
PyTorch self-linksurface differs ⓘ
surface form: torch.nn

torch.optim ⓘ
PyTorch self-linksurface differs ⓘ
surface form: torch.utils.data

PyTorch self-linksurface differs ⓘ
surface form: torchaudio (ecosystem)

torchtext (ecosystem) ⓘ
torchvision (ecosystem) ⓘ
hasFeature CUDA support ⓘ
GPU acceleration ⓘ
JIT compiler ⓘ
ONNX export ⓘ
PyTorch self-linksurface differs ⓘ
surface form: TorchScript

autograd engine ⓘ
automatic differentiation ⓘ
data parallelism ⓘ
distributed training ⓘ
dynamic computation graph ⓘ
eager execution ⓘ
mixed precision training ⓘ
mobile deployment support ⓘ
model parallelism ⓘ
multi-GPU training ⓘ
quantization support ⓘ
tensor computation ⓘ
knownFor Pythonic interface ⓘ
dynamic neural network definition ⓘ
flexibility for research ⓘ
license BSD license ⓘ
surface form: BSD 3-Clause License
programmingLanguage C++ ⓘ
Python ⓘ
supports inference in production ⓘ
model deployment ⓘ
neural network training ⓘ
supportsHardware CPUs ⓘ
NVIDIA CUDA ⓘ
surface form: NVIDIA GPUs

TPUs (via XLA integrations) ⓘ
supportsLanguage C++ ⓘ
Java (via extensions) ⓘ
Python ⓘ
R (via extensions) ⓘ
targetUser data scientists ⓘ
machine learning engineers ⓘ
researchers ⓘ
useCase computer vision ⓘ
generative models ⓘ
natural language processing ⓘ
recommendation systems ⓘ
reinforcement learning ⓘ
speech recognition ⓘ
time series modeling ⓘ
website https://pytorch.org/ ⓘ

Referenced by (23)

Full triples — surface form annotated when it differs from this entity's canonical label.

OpenAI Gym → compatibleWith → PyTorch ⓘ
subject surface form: torchtext
subject surface form: torchvision
PyTorch → hasComponent → PyTorch self-linksurface differs ⓘ
this entity surface form: torch.nn
PyTorch → hasComponent → PyTorch self-linksurface differs ⓘ
this entity surface form: torch.distributed
PyTorch → hasComponent → PyTorch self-linksurface differs ⓘ
this entity surface form: torch.utils.data
PyTorch → hasComponent → PyTorch self-linksurface differs ⓘ
this entity surface form: torchaudio (ecosystem)
PyTorch → hasFeature → PyTorch self-linksurface differs ⓘ
this entity surface form: TorchScript
VGG → implementedIn → PyTorch ⓘ
NumPy → influenced → PyTorch ⓘ
subject surface form: torchtext
this entity surface form: PyTorch team
torchtext (ecosystem) → partOf → PyTorch ⓘ
subject surface form: torchtext
this entity surface form: PyTorch ecosystem
subject surface form: torchvision
this entity surface form: PyTorch ecosystem
NVIDIA DGX → supports → PyTorch ⓘ
Vertex AI → supports → PyTorch ⓘ
subject surface form: torchvision
this entity surface form: TorchScript
TPU → supportsFramework → PyTorch ⓘ
this entity surface form: PyTorch (via XLA or specialized backends)
this entity surface form: PyTorch/XLA