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main.py
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main.py
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import sys
import constants
from data_generation.exporter import export
from model import model
from training import training
from training.loader import loader
def main():
"""
argv inputs:
-p: 1331/1414/1304/1404/1128: the session to export
-t: train
"""
if len(sys.argv) == 1:
print("usage: -p <session> -t <train>")
return
if "-p" in sys.argv: # export
session_name = sys.argv[sys.argv.index("-p") + 1]
session = constants.sessions[session_name]
if session is None:
raise Exception("session not found")
export(session["path"], session["sample_time_fine_synchro"])
if "-t" in sys.argv: # train
path = "data/annodated/total/"
dataset = loader(path)
dataset.print_stats()
trainer = training.Trainer(dataset, model.transformer(dropout=0.3, mlp_dropout=0.1))
trainer.train(epochs=350)
if __name__ == "__main__":
main()