#!/usr/bin/env python
if __name__ != '__main__': raise Exception("Do not import me!")

import socket
if socket.gethostname() != "sigma25":
	import matplotlib
	matplotlib.use('Agg')

import chainer
import logging

from chainer.training.updaters import StandardUpdater

from finetune.finetuner import DefaultFinetuner
from finetune.training.trainer import Trainer
from finetune.dataset import BaseDataset
from finetune.classifier import Classifier


from utils import parser
from core import classifier, dataset

def main(args):
	if args.debug:
		chainer.set_debug(args.debug)
		logging.warning("DEBUG MODE ENABLED!")


	tuner = DefaultFinetuner(
		args,
		classifier_cls=classifier.FVEClassifier,
		classifier_kwargs=dict(
			n_comps=args.n_components,
			fv_insize=args.fv_insize,
			alpha=args.alpha,
		),

		model_kwargs=dict(
			pooling=args.pooling,
		),

		dataset_cls=dataset.PartsDataset,

		updater_cls=StandardUpdater,
		updater_kwargs={},
	)


	tuner.run(trainer_cls=Trainer, opts=args)


main(parser.parse_args())