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pytorch-lightning - PyTorch Lightning High-Level Training Framework

High-level PyTorch framework with automatic distributed training and callbacks

Tags

Updated: 2026-05-28

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • organize code
  • train model
  • validate model
  • test model
  • log metrics
  • save checkpoint
  • monitor training
  • configure optimizer
  • distribute training
  • schedule learning rate

Inputs

  • training data
  • validation data
  • test data
  • PyTorch model
  • Lightning module
  • optimizer configuration
  • scheduler configuration

Outputs

  • trained model
  • validation metrics
  • test metrics
  • model checkpoints
  • training logs
  • progress updates

Requirements

  • Python environment
  • PyTorch
  • Lightning library
  • GPU/TPU/CPU

Source

  • Spec: SKILL.md
PyTorch Lightning
Training Framework
Distributed Training
DDP
FSDP
DeepSpeed
High-Level API
Callbacks
organize code
train model
validate model
test model
training data
validation data
test data
trained model
validation metrics
test metrics