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easy-config's Introduction

easy-config

Install directly from git

git+https://github.com/PhamQuocHuy1101/easy-config.git

Usage

  • Wraper OmegaConf for recursively loading yaml file & command line args:
  • Default, automatically create folder outputs, and change the working dir to outputs (or set False in setup_config)

Example

main.py

from easyConfig import setup_config
# set change_path = True, change the working dir to arg outputs in command line
config = setup_config('config', 'main_config', True)

root tree:

config/
├── data
│   └──d1.yaml
│   └──d2.yaml
├── model
│   └── m1.yaml
│   └── m2.yaml
└── main_config.yaml

The content of config.yaml:

defaults:
  - model: m1
  - data: d2

device: 1
seed: 40
optim:
  lr: [0.01, 0.001]
  weight_decay: 0.1

With command python main.py optim.weight_decay=0.2 seed=1 outputs=out_folder other_arg=123

The output of config:

defaults:
  - model: m1
  - data: d2

device: 1
seed: 1
optim:
  lr: [0.01, 0.001]
  weight_decay: 0.2
  
model:
  ... # recursive content of m1.yaml
  
data:
  ... # recursive content of m2.yaml

outputs: out_folder
other_arg: 123 # other command line args

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