PyTorch Lightning library

GPTKB entity

Statements (45)
Predicate Object
gptkbp:instanceOf gptkb:software
gptkbp:alternativeTo gptkb:Keras
gptkb:fastai
TensorFlow Lightning
gptkbp:basedOn gptkb:PyTorch
gptkbp:citation Falcon, W. (2019). PyTorch Lightning. GitHub repository. https://github.com/Lightning-AI/lightning
gptkbp:compatibleWith gptkb:PyTorch_ecosystem
gptkb:TensorBoard
gptkb:MLflow
gptkb:Weights_&_Biases
gptkb:Comet.ml
gptkbp:designedFor deep learning
gptkbp:developer gptkb:William_Falcon
gptkbp:documentation https://lightning.ai/docs/pytorch/stable/
gptkbp:feature early stopping
distributed training
callbacks
experiment tracking
mixed precision training
model export
multi-GPU training
checkpointing
modular code structure
automatic hardware acceleration
logging integration
gptkbp:firstReleased 2019
https://www.w3.org/2000/01/rdf-schema#label PyTorch Lightning library
gptkbp:license gptkb:Apache_License_2.0
gptkbp:logo https://github.com/Lightning-AI/lightning/raw/master/docs/source/_static/images/logo.png
gptkbp:maintainedBy gptkb:Lightning_AI
gptkbp:npmPackage gptkb:pytorch-lightning
gptkbp:openSource true
gptkbp:programmingLanguage gptkb:Python
gptkbp:purpose enable reproducible experiments
simplify research code
gptkbp:repository https://github.com/Lightning-AI/lightning
gptkbp:usedBy gptkb:researchers
industry practitioners
gptkbp:usedFor gptkb:reinforcement_learning
computer vision
natural language processing
time series analysis
gptkbp:bfsParent gptkb:PyTorch_Lightning_Profiler
gptkb:PyTorch_Lightning_Tuners
gptkbp:bfsLayer 6