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README.md | ||
__init__.py | ||
cpu_template.py | ||
gpu_template.py | ||
lightning_module_template.py |
README.md
Basic Examples
Use these examples to test how lightning works.
Test on CPU
python cpu_template.py
Train on a single GPU
python gpu_template.py --gpus 1
DataParallel (dp)
Train on multiple GPUs using DataParallel.
python gpu_template.py --gpus 2 --distributed_backend dp
DistributedDataParallel (ddp)
Train on multiple GPUs using DistributedDataParallel
python gpu_template.py --gpus 2 --distributed_backend ddp
DistributedDataParallel+DP (ddp2)
Train on multiple GPUs using DistributedDataParallel + dataparallel. On a single node, uses all GPUs for 1 model. Then shares gradient information across nodes.
python gpu_template.py --gpus 2 --distributed_backend ddp2