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main.py
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main.py
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import argparse
from src.trainer import GalaxyZooSimCLRTrainer
from src.trainer import GalaxyZooClassifierTrainer
from src.trainer import GalaxyZooInfoSCC_Trainer
from src.utils import PathOrStr
from src.utils import get_config
def train_encoder(config_path: PathOrStr):
config = get_config(config_path)
trainer = GalaxyZooSimCLRTrainer(config_path, config)
trainer.train()
def train_classifier(config_path: PathOrStr):
config = get_config(config_path)
trainer = GalaxyZooClassifierTrainer(config_path, config)
trainer.train()
def train_generator(config_path: PathOrStr):
config = get_config(config_path)
trainer = GalaxyZooInfoSCC_Trainer(config_path, config)
trainer.train()
def evaluate_generator(config_path: PathOrStr):
config = get_config(config_path)
trainer = GalaxyZooInfoSCC_Trainer(config_path, config)
trainer.evaluate()
if __name__ == '__main__':
parser = argparse.ArgumentParser()
parser.add_argument('--mode', '-m',
type=str,
choices=['train', 'evaluate'])
parser.add_argument('--task', '-t',
type=str,
choices=['encoder', 'classifier', 'generator'])
parser.add_argument('--config', '-c',
type=str)
args = parser.parse_args()
config = args.config
mode = args.mode
task = args.task
if mode == 'train':
if task == 'encoder':
train_encoder(config)
elif task == 'classifier':
train_classifier(config)
elif task == 'generator':
train_generator(config)
elif mode == 'evaluate':
if task == 'generator':
evaluate_generator(config)