pipe

FTPipe

Pipeline Runtime

python -m pipe.main ... # train models (+eval) (+preprocess)

Do use the --help and examples to explore.

Get the data

python pipe/data/download/datasets/download_datasets.py

Data for T5 tasks is obtained by using --mode perprocess cmd option.

Run

Choose a config

See configs for config examples.

To choose a spesific config, add it to command line:

mpirun -np 2 python -m pipe.main --config $PATH_TO_CONFIG

without doing so, it will run the dummy config (created for dev usage).

Preprocess

if data preprocessing is needed, run the selected config with:

python -m pipe.main --mode preproc --config $PATH_TO_CONFIG ...

MPI

cuda aware openmpi:

mpirun -np 2 python -m pipe.main --config $PATH_TO_CONFIG

Multiprocessing

A PoC runtime which can be used with the --mode mp cmd option.

Supposed to work for very simple stright pipelines only (mostly- torchvision models, vit), and is BUGGY when configuration gets more exotic. (e.g, Tied Wieghts)

python -m pipe.main --nprocs 2 --mode mp --config $PATH_TO_CONFIG