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rnn_logs.txt
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affine, loss: 0.520444, epoch:19
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.001, kmeansk=2, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=10000, rnn_count_word=5000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.01, wd=0.0001)
------
affine, loss: 0.002952, epoch:9
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.001, kmeansk=2, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=25000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.01, wd=0.0001)
------
affine, loss: 0.224362, epoch:20
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.0001, kmeansk=4, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=100000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.0005, wd=0.01)
------
affine, loss: 0.002593, epoch:1
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0005, kmeansk=3, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=50000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.0005, wd=5e-05)
------
affine, loss: 0.240305, epoch:11
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.005, kmeansk=2, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=10000, rnn_count_word=10000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.0001, wd=0.05)
------
affine, loss: 0.003588, epoch:13
Args: Namespace(att='affine', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0001, kmeansk=3, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=100000, rnn_count_word=50000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.05, wd=0.05)
------
affine, loss: 0.002575, epoch:10
Args: Namespace(att='affine', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.05, kmeansk=1, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0005, wd=0.0005)
------
affine, loss: 0.450629, epoch:0
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.0005, kmeansk=2, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='COS', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=5e-05, wd=0.01)
------
affine, loss: 0.003151, epoch:9
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.0001, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.005, wd=1e-05)
------
affine, loss: 0.448629, epoch:14
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.0001, kmeansk=3, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.001, wd=0.0001)
------
affine, loss: 0.440653, epoch:0
Args: Namespace(att='affine', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.005, kmeansk=1, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.0001, wd=0.005)
------
affine, loss: 0.002839, epoch:0
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.01, kmeansk=4, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.01, wd=0.01)
------
affine, loss: 0.002671, epoch:1
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.01, kmeansk=4, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.001, wd=0.0001)
------
affine, loss: 0.446306, epoch:0
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.0005, kmeansk=4, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=5e-05, wd=5e-05)
------
affine, loss: 0.003166, epoch:0
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.005, kmeansk=1, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.05, wd=0.0005)
------
affine, loss: 0.425568, epoch:1
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=5e-05, kmeansk=1, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.001, wd=0.0001)
------
affine, loss: 0.438737, epoch:0
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.005, kmeansk=4, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=1e-05, wd=0.05)
------
affine, loss: 0.454557, epoch:11
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=1e-05, kmeansk=4, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=5e-05, wd=0.01)
------
affine, loss: 0.002324, epoch:0
Args: Namespace(att='affine', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.0005, kmeansk=2, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=1e-05, wd=0.001)
------
affine, loss: 0.002634, epoch:0
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.05, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.0005, wd=0.0001)
------
affine, loss: 0.002640, epoch:20
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.005, kmeansk=1, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='MSE', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.001, wd=0.0005)
------
affine, loss: 0.002325, epoch:10
Args: Namespace(att='affine', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.001, kmeansk=4, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=1e-05, wd=0.05)
------
affine, loss: 0.490796, epoch:18
Args: Namespace(att='affine', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=1e-05, kmeansk=2, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.005, wd=0.005)
------
affine, loss: 0.444272, epoch:28
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.0001, kmeansk=4, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.005, wd=5e-05)
------
affine, loss: 0.003166, epoch:1
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=1e-05, kmeansk=4, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.05, wd=0.0001)
------
affine, loss: 0.425082, epoch:10
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.0001, kmeansk=1, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.0005, wd=0.001)
------
affine, loss: 0.451457, epoch:11
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=5e-05, kmeansk=3, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=1e-05, wd=0.001)
------
affine, loss: 0.441528, epoch:0
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.01, kmeansk=1, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.005, wd=0.01)
------
affine, loss: 0.002851, epoch:0
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=1e-05, kmeansk=1, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.01, wd=0.0005)
------
affine, loss: 0.438786, epoch:0
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=1e-05, kmeansk=3, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.0001, wd=0.0001)
------
affine, loss: 0.419989, epoch:10
Args: Namespace(att='affine', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.005, kmeansk=3, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='COS', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.005, wd=0.0005)
------
affine, loss: 0.002590, epoch:1
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=5e-05, kmeansk=4, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.0001, wd=0.05)
------
affine, loss: 0.002940, epoch:8
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.001, kmeansk=4, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.01, wd=0.001)
------
affine, loss: 0.003004, epoch:12
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.01, kmeansk=2, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.001, wd=0.01)
------
affine, loss: 0.441292, epoch:14
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.001, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.001, wd=0.0005)
------
affine, loss: 0.440276, epoch:20
Args: Namespace(att='affine', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.005, kmeansk=1, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.01, wd=0.005)
------
affine, loss: 0.002653, epoch:10
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.01, kmeansk=3, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0005, wd=0.005)
------
affine, loss: 0.002482, epoch:4
Args: Namespace(att='affine', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0005, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.0001, wd=5e-05)
------
affine, loss: 0.002534, epoch:10
Args: Namespace(att='affine', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=1e-05, kmeansk=2, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.0001, wd=0.05)
------
affine, loss: 0.448060, epoch:3
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=5e-05, kmeansk=4, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=5e-05, wd=0.005)
------
affine, loss: 0.438981, epoch:22
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.05, kmeansk=2, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.001, wd=5e-05)
------
affine, loss: 0.762720, epoch:17
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.05, kmeansk=1, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.001, wd=0.05)
------
affine, loss: 0.420145, epoch:10
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.05, kmeansk=2, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=5e-05, wd=0.0005)
------
affine, loss: 0.423431, epoch:10
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0001, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.0005, wd=0.05)
------
affine, loss: 0.558619, epoch:9
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=5e-05, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.01, wd=0.001)
------
affine, loss: 0.003156, epoch:0
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.05, kmeansk=1, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.05, wd=5e-05)
------
affine, loss: 0.440720, epoch:2
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.0001, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.01, wd=0.05)
------
affine, loss: 0.002261, epoch:5
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.01, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=1e-05, wd=0.01)
------
affine, loss: 0.427523, epoch:11
Args: Namespace(att='affine', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.005, kmeansk=4, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.0005, wd=0.0001)
------
affine, loss: 0.002877, epoch:0
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.005, kmeansk=2, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.01, wd=0.0005)
------
affine, loss: 0.002880, epoch:0
Args: Namespace(att='affine', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=5e-05, kmeansk=2, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.01, wd=5e-05)
------
affine, loss: 0.438410, epoch:10
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.05, kmeansk=3, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.005, wd=5e-05)
------
affine, loss: 0.002521, epoch:4
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=1e-05, kmeansk=3, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=5e-05, wd=0.05)
------
affine, loss: 0.435239, epoch:2
Args: Namespace(att='affine', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.01, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.0001, wd=5e-05)
------
affine, loss: 0.458051, epoch:18
Args: Namespace(att='affine', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.01, kmeansk=4, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.0005, wd=0.01)
------
affine, loss: 0.443318, epoch:21
Args: Namespace(att='affine', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=1e-05, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.005, wd=1e-05)
------
affine, loss: 0.420649, epoch:20
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.001, kmeansk=4, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.005, wd=0.0001)
------
affine, loss: 0.002628, epoch:14
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.01, kmeansk=2, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.0005, wd=0.0001)
------
affine, loss: 0.002303, epoch:10
Args: Namespace(att='affine', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.005, kmeansk=4, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=1e-05, wd=0.0005)
------
affine, loss: 0.002497, epoch:9
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.001, kmeansk=3, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=5e-05, wd=0.001)
------
affine, loss: 0.663814, epoch:19
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.0005, kmeansk=4, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.05, wd=5e-05)
------
affine, loss: 0.433259, epoch:6
Args: Namespace(att='affine', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=5e-05, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.0001, wd=0.0001)
------
affine, loss: 0.452208, epoch:2
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.0005, kmeansk=1, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.05, wd=0.0005)
------
affine, loss: 0.003174, epoch:0
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.01, kmeansk=3, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.05, wd=0.01)
------
affine, loss: 0.447049, epoch:0
Args: Namespace(att='affine', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=1e-05, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=1e-05, wd=0.005)
------
affine, loss: 0.002460, epoch:19
Args: Namespace(att='affine', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.01, kmeansk=3, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=5e-05, wd=0.001)
------
affine, loss: 0.002535, epoch:15
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.001, kmeansk=3, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=4, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=5e-05, wd=0.0005)
------
affine, loss: 0.002771, epoch:15
Args: Namespace(att='affine', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=1e-05, kmeansk=3, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.0005, wd=1e-05)
------
affine, loss: 0.002773, epoch:10
Args: Namespace(att='affine', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=5e-05, kmeansk=1, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.005, wd=0.05)
------
fc, loss: 0.003170, epoch:9
Args: Namespace(att='fc', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=1e-05, kmeansk=1, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.01, wd=0.05)
------
fcb, loss: 0.403809, epoch:20
Args: Namespace(att='fcb', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=1e-05, kmeansk=3, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0005, wd=0.001)
------
gru, loss: 0.374916, epoch:10
Args: Namespace(att='gru', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.0001, kmeansk=2, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.005, wd=0.001)
------
rnn, loss: 0.405380, epoch:10
Args: Namespace(att='rnn', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0001, kmeansk=2, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.0005, wd=0.0005)
------
affine, loss: 0.002560, epoch:0
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.001, kmeansk=1, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.0001, wd=0.005)
------
fc, loss: 0.380607, epoch:10
Args: Namespace(att='fc', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=5e-05, kmeansk=3, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.0001, wd=0.005)
------
lstm, loss: 0.396308, epoch:20
Args: Namespace(att='lstm', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=1e-05, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0001, wd=0.005)
------
affine, loss: 0.002256, epoch:2
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=1e-05, kmeansk=2, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=1e-05, wd=5e-05)
------
lstm, loss: 0.396825, epoch:10
Args: Namespace(att='lstm', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.0005, kmeansk=3, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=1e-05, wd=0.05)
------
fc, loss: 0.383408, epoch:10
Args: Namespace(att='fc', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.05, kmeansk=1, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=5e-05, wd=0.01)
------
rnn, loss: 0.440345, epoch:10
Args: Namespace(att='rnn', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0005, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.01, wd=0.001)
------
fcb, loss: 0.002202, epoch:10
Args: Namespace(att='fcb', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.0001, kmeansk=3, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=1e-05, wd=0.05)
------
rnn, loss: 0.403423, epoch:7
Args: Namespace(att='rnn', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=5e-05, kmeansk=3, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=1e-05, wd=0.005)
------
gru, loss: 0.398109, epoch:8
Args: Namespace(att='gru', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.001, kmeansk=2, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=5e-05, wd=5e-05)
------
affine, loss: 0.424321, epoch:8
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=1e-05, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=5e-05, wd=0.01)
------
affine, loss: 0.003186, epoch:0
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.01, kmeansk=3, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.05, wd=0.05)
------
rnn, loss: 0.002381, epoch:20
Args: Namespace(att='rnn', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=1e-05, kmeansk=1, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=5e-05, wd=0.01)
------
fcb, loss: 0.002704, epoch:10
Args: Namespace(att='fcb', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=1e-05, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.005, wd=0.005)
------
lstm, loss: 0.373226, epoch:20
Args: Namespace(att='lstm', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.0001, kmeansk=2, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0005, wd=0.0005)
------
fcb, loss: 0.002203, epoch:10
Args: Namespace(att='fcb', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.01, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=1e-05, wd=1e-05)
------
fc, loss: 0.370627, epoch:22
Args: Namespace(att='fc', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=5e-05, kmeansk=3, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.05, wd=1e-05)
------
rnn, loss: 0.374592, epoch:27
Args: Namespace(att='rnn', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=1e-05, kmeansk=2, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.001, wd=1e-05)
------
lstm, loss: 0.406638, epoch:10
Args: Namespace(att='lstm', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=1e-05, kmeansk=2, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.01, wd=1e-05)
------
gru, loss: 0.002357, epoch:10
Args: Namespace(att='gru', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.001, kmeansk=1, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=5e-05, wd=0.01)
------
gru, loss: 0.002338, epoch:10
Args: Namespace(att='gru', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.0005, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=5e-05, wd=0.0005)
------
lstm, loss: 0.003127, epoch:2
Args: Namespace(att='lstm', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.05, kmeansk=3, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.01, wd=0.001)
------
affine, loss: 0.002634, epoch:9
Args: Namespace(att='affine', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.01, kmeansk=2, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.001, wd=0.01)
------
fcb, loss: 0.002208, epoch:20
Args: Namespace(att='fcb', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.0001, kmeansk=4, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=1e-05, wd=0.005)
------
fc, loss: 0.002460, epoch:0
Args: Namespace(att='fc', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.0001, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.0001, wd=0.01)
------
gru, loss: 0.002271, epoch:10
Args: Namespace(att='gru', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.0005, kmeansk=4, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=1e-05, wd=5e-05)
------
fc, loss: 0.434752, epoch:16
Args: Namespace(att='fc', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.05, kmeansk=1, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.005, wd=1e-05)
------
fcb, loss: 0.382549, epoch:20
Args: Namespace(att='fcb', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.0001, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.0001, wd=0.05)
------
affine, loss: 0.002883, epoch:10
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.05, kmeansk=1, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.01, wd=0.001)
------
rnn, loss: 0.002129, epoch:9
Args: Namespace(att='rnn', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.001, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=1e-05, wd=1e-05)
------
gru, loss: 0.443530, epoch:20
Args: Namespace(att='gru', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.05, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.05, wd=0.0005)
------
affine, loss: 0.002772, epoch:0
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=1e-05, kmeansk=3, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.005, wd=0.001)
------
fcb, loss: 0.403236, epoch:5
Args: Namespace(att='fcb', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0005, kmeansk=1, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=5e-05, wd=5e-05)
------
lstm, loss: 0.366986, epoch:20
Args: Namespace(att='lstm', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.0001, kmeansk=2, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0001, wd=0.05)
------
fcb, loss: 0.002512, epoch:10
Args: Namespace(att='fcb', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.01, kmeansk=3, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.0005, wd=0.05)
------
rnn, loss: 0.410995, epoch:20
Args: Namespace(att='rnn', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=1e-05, kmeansk=4, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.05, wd=0.05)
------
gru, loss: 0.412183, epoch:20
Args: Namespace(att='gru', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.001, kmeansk=2, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.01, wd=0.0001)
------
rnn, loss: 0.376000, epoch:11
Args: Namespace(att='rnn', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0005, kmeansk=2, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.0005, wd=1e-05)
------
fc, loss: 0.003287, epoch:0
Args: Namespace(att='fc', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.001, kmeansk=1, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.05, wd=0.01)
------
gru, loss: 0.405679, epoch:10
Args: Namespace(att='gru', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.0001, kmeansk=3, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.0001, wd=0.01)
------
lstm, loss: 0.003224, epoch:8
Args: Namespace(att='lstm', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.005, kmeansk=4, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.01, wd=0.0005)
------
fcb, loss: 0.002559, epoch:0
Args: Namespace(att='fcb', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.05, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.001, wd=0.005)
------
affine, loss: 0.003764, epoch:13
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=5e-05, kmeansk=1, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.001, wd=0.01)
------
lstm, loss: 0.002616, epoch:0
Args: Namespace(att='lstm', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=1e-05, kmeansk=4, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.0001, wd=5e-05)
------
gru, loss: 0.002650, epoch:1
Args: Namespace(att='gru', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=1e-05, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.0005, wd=0.005)
------
rnn, loss: 0.002696, epoch:0
Args: Namespace(att='rnn', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.0005, kmeansk=1, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.005, wd=0.0001)
------
gru, loss: 0.002250, epoch:10
Args: Namespace(att='gru', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.0005, kmeansk=2, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=1e-05, wd=0.005)
------
affine, loss: 0.002450, epoch:0
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.01, kmeansk=1, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=5e-05, wd=0.05)
------
fcb, loss: 0.002590, epoch:0
Args: Namespace(att='fcb', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.01, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.0005, wd=0.005)
------
rnn, loss: 0.411748, epoch:20
Args: Namespace(att='rnn', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.0001, kmeansk=2, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.0005, wd=0.01)
------
fc, loss: 0.003016, epoch:10
Args: Namespace(att='fc', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.005, kmeansk=4, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.005, wd=0.0005)
------
affine, loss: 0.002751, epoch:11
Args: Namespace(att='affine', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.001, kmeansk=3, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=5e-05, wd=0.001)
------
fcb, loss: 0.002427, epoch:15
Args: Namespace(att='fcb', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0001, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.0001, wd=0.05)
------
lstm, loss: 0.402099, epoch:10
Args: Namespace(att='lstm', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.0005, kmeansk=1, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.001, wd=0.0001)
------
affine, loss: 0.003198, epoch:6
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.05, kmeansk=2, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.05, wd=0.0001)
------
fcb, loss: 0.411115, epoch:1
Args: Namespace(att='fcb', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=5e-05, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.001, wd=0.0001)
------
gru, loss: 0.002467, epoch:10
Args: Namespace(att='gru', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.001, kmeansk=1, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=5e-05, wd=0.0005)
------
lstm, loss: 0.403885, epoch:20
Args: Namespace(att='lstm', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0005, kmeansk=3, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.001, wd=0.05)
------
lstm2, loss: 0.003124, epoch:1
Args: Namespace(att='lstm2', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.01, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.005, wd=1e-05)
------
affine, loss: 0.452420, epoch:0
Args: Namespace(att='affine', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.005, kmeansk=2, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=1e-05, wd=0.005)
------
rnn, loss: 0.409826, epoch:26
Args: Namespace(att='rnn', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.01, kmeansk=1, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.01, wd=0.05)
------
lstm2, loss: 0.003124, epoch:9
Args: Namespace(att='lstm2', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.001, kmeansk=3, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.005, wd=0.05)
------
gru, loss: 0.363846, epoch:10
Args: Namespace(att='gru', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.001, kmeansk=3, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=1e-05, wd=0.001)
------
fc, loss: 0.404442, epoch:6
Args: Namespace(att='fc', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=1e-05, kmeansk=2, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.0005, wd=0.05)
------
fcb, loss: 0.002508, epoch:14
Args: Namespace(att='fcb', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.005, kmeansk=2, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.0005, wd=0.05)
------
gru, loss: 0.002129, epoch:10
Args: Namespace(att='gru', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0001, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=1e-05, wd=0.01)
------
lstm, loss: 0.712088, epoch:17
Args: Namespace(att='lstm', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=5e-05, kmeansk=1, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=1e-05, wd=0.005)
------
lstm2, loss: 0.435846, epoch:10
Args: Namespace(att='lstm2', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.005, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.005, wd=0.001)
------
fc, loss: 0.410817, epoch:10
Args: Namespace(att='fc', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.001, kmeansk=1, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.001, wd=1e-05)
------
affine, loss: 0.002883, epoch:2
Args: Namespace(att='affine', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.005, kmeansk=4, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.01, wd=1e-05)
------
fcb, loss: 0.401903, epoch:10
Args: Namespace(att='fcb', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.01, kmeansk=2, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.0005, wd=0.0001)
------
rnn, loss: 0.411769, epoch:10
Args: Namespace(att='rnn', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=1e-05, kmeansk=4, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.001, wd=0.001)
------
rnn, loss: 0.392331, epoch:4
Args: Namespace(att='rnn', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.01, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=1e-05, wd=1e-05)
------
lstm, loss: 0.002635, epoch:23
Args: Namespace(att='lstm', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.01, kmeansk=2, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.0001, wd=0.0001)
------
fc, loss: 0.002624, epoch:10
Args: Namespace(att='fc', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.005, kmeansk=3, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.001, wd=0.0005)
------
affine, loss: 0.447087, epoch:10
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.005, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.005, wd=0.0001)
------
lstm2, loss: 0.420900, epoch:10
Args: Namespace(att='lstm2', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.05, kmeansk=1, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.0001, wd=0.01)
------
gru, loss: 0.362458, epoch:20
Args: Namespace(att='gru', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.01, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.0001, wd=0.01)
------
fcb, loss: 0.411300, epoch:10
Args: Namespace(att='fcb', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=5e-05, kmeansk=2, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.005, wd=0.0001)
------
gru, loss: 0.382635, epoch:10
Args: Namespace(att='gru', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.0005, kmeansk=4, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.005, wd=0.05)
------
lstm, loss: 0.002545, epoch:8
Args: Namespace(att='lstm', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.005, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0001, wd=0.0005)
------
lstm2, loss: 0.422805, epoch:8
Args: Namespace(att='lstm2', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.005, kmeansk=4, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.005, wd=1e-05)
------
fc, loss: 0.398885, epoch:20
Args: Namespace(att='fc', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.01, kmeansk=1, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=5e-05, wd=0.01)
------
fcb, loss: 0.002698, epoch:0
Args: Namespace(att='fcb', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.0001, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.005, wd=5e-05)
------
rnn, loss: 0.002688, epoch:0
Args: Namespace(att='rnn', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=5e-05, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.005, wd=1e-05)
------
lstm, loss: 0.433288, epoch:16
Args: Namespace(att='lstm', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=1e-05, kmeansk=4, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.001, wd=0.001)
------
affine, loss: 0.439095, epoch:0
Args: Namespace(att='affine', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.05, kmeansk=2, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=1e-05, wd=0.01)
------
rnn, loss: 0.003055, epoch:0
Args: Namespace(att='rnn', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.005, kmeansk=1, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.05, wd=0.01)
------
affine, loss: 0.444812, epoch:2
Args: Namespace(att='affine', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.0005, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=5e-05, wd=5e-05)
------
fc, loss: 0.002211, epoch:1
Args: Namespace(att='fc', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.005, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=1e-05, wd=0.0001)
------
fcb, loss: 0.373663, epoch:20
Args: Namespace(att='fcb', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.0005, kmeansk=2, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.005, wd=0.001)
------
lstm2, loss: 0.002807, epoch:0
Args: Namespace(att='lstm2', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.0005, kmeansk=1, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.001, wd=0.0001)
------
gru, loss: 0.002526, epoch:0
Args: Namespace(att='gru', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.0001, kmeansk=3, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.0001, wd=0.0005)
------
gru, loss: 0.412634, epoch:20
Args: Namespace(att='gru', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.0005, kmeansk=2, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.05, wd=0.0001)
------
lstm, loss: 0.002683, epoch:10
Args: Namespace(att='lstm', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.05, kmeansk=3, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0005, wd=0.01)
------
lstm2, loss: 0.002551, epoch:0
Args: Namespace(att='lstm2', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=5e-05, kmeansk=1, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=5e-05, wd=0.01)
------
fc, loss: 0.404451, epoch:20
Args: Namespace(att='fc', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.005, kmeansk=1, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=1e-05, wd=0.005)
------
fcb, loss: 0.410073, epoch:20
Args: Namespace(att='fcb', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.001, kmeansk=1, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.05, wd=0.005)
------
rnn, loss: 0.002568, epoch:9
Args: Namespace(att='rnn', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=1e-05, kmeansk=2, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.001, wd=0.01)
------
lstm, loss: 0.003114, epoch:2
Args: Namespace(att='lstm', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.05, kmeansk=1, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.01, wd=0.001)
------
affine, loss: 0.002274, epoch:9
Args: Namespace(att='affine', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.005, kmeansk=4, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=1e-05, wd=0.05)
------
affine, loss: 0.440480, epoch:2
Args: Namespace(att='affine', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.0001, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.005, wd=0.0001)
------
lstm2, loss: 0.424325, epoch:10
Args: Namespace(att='lstm2', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.0005, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.01, wd=1e-05)
------
gru, loss: 0.002261, epoch:10
Args: Namespace(att='gru', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.001, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=1e-05, wd=0.0005)
------
rnn, loss: 0.415119, epoch:10
Args: Namespace(att='rnn', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.001, kmeansk=4, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.005, wd=0.0001)
------
fc, loss: 0.002639, epoch:0
Args: Namespace(att='fc', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.0005, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.0005, wd=5e-05)
------
fcb, loss: 0.002480, epoch:0
Args: Namespace(att='fcb', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.0001, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.0001, wd=0.001)
------
rnn, loss: 0.002735, epoch:9
Args: Namespace(att='rnn', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.01, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.01, wd=5e-05)
------
lstm, loss: 0.003295, epoch:0
Args: Namespace(att='lstm', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=5e-05, kmeansk=1, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.05, wd=0.05)
------
affine, loss: 0.710595, epoch:19
Args: Namespace(att='affine', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=5e-05, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.005, wd=1e-05)
------
lstm2, loss: 0.003303, epoch:0
Args: Namespace(att='lstm2', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.05, kmeansk=1, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.05, wd=0.01)
------
gru, loss: 0.376859, epoch:5
Args: Namespace(att='gru', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.05, kmeansk=3, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.005, wd=0.005)
------
fc, loss: 0.003103, epoch:0
Args: Namespace(att='fc', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.001, kmeansk=3, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.01, wd=5e-05)
------
fc, loss: 0.002185, epoch:10
Args: Namespace(att='fc', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.05, kmeansk=3, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=1e-05, wd=0.0001)
------
fcb, loss: 0.003152, epoch:0
Args: Namespace(att='fcb', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.05, kmeansk=2, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.05, wd=1e-05)
------
rnn, loss: 0.002599, epoch:20
Args: Namespace(att='rnn', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.001, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0005, wd=1e-05)
------
lstm, loss: 0.003308, epoch:1
Args: Namespace(att='lstm', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=5e-05, kmeansk=1, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.05, wd=1e-05)
------
fcb, loss: 0.409549, epoch:20
Args: Namespace(att='fcb', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.05, kmeansk=4, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.001, wd=0.005)
------
gru, loss: 0.002799, epoch:7
Args: Namespace(att='gru', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.0001, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.005, wd=0.005)
------
lstm, loss: 0.409567, epoch:20
Args: Namespace(att='lstm', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.0005, kmeansk=2, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.001, wd=0.05)
------
lstm2, loss: 0.403946, epoch:24
Args: Namespace(att='lstm2', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=5e-05, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.001, wd=0.01)
------
affine, loss: 0.423222, epoch:7
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.01, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.0001, wd=5e-05)
------
rnn, loss: 0.002533, epoch:6
Args: Namespace(att='rnn', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.001, kmeansk=3, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.001, wd=0.0001)
------
fc, loss: 0.002399, epoch:8
Args: Namespace(att='fc', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=5e-05, kmeansk=4, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.0001, wd=0.0001)
------
fcb, loss: 0.002083, epoch:10
Args: Namespace(att='fcb', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=5e-05, kmeansk=1, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=1e-05, wd=0.0001)
------
gru, loss: 0.002453, epoch:0
Args: Namespace(att='gru', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.001, kmeansk=4, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=5e-05, wd=0.01)
------
affine, loss: 0.438988, epoch:0
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=5e-05, kmeansk=2, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.0005, wd=0.001)
------
lstm, loss: 0.378385, epoch:20
Args: Namespace(att='lstm', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.005, kmeansk=3, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.05, wd=0.01)
------
lstm2, loss: 0.443512, epoch:0
Args: Namespace(att='lstm2', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.001, kmeansk=3, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=1e-05, wd=5e-05)
------
lstm2, loss: 0.464355, epoch:20
Args: Namespace(att='lstm2', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.05, kmeansk=2, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.01, wd=0.001)
------
gru, loss: 0.409318, epoch:3
Args: Namespace(att='gru', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.05, kmeansk=4, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.0001, wd=0.0001)
------
affine, loss: 0.002857, epoch:0
Args: Namespace(att='affine', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.05, kmeansk=1, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.01, wd=0.01)
------
rnn, loss: 0.002059, epoch:10
Args: Namespace(att='rnn', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.001, kmeansk=3, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=1e-05, wd=5e-05)
------
fc, loss: 0.399269, epoch:20
Args: Namespace(att='fc', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.005, kmeansk=2, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.001, wd=0.05)
------
fc, loss: 0.403260, epoch:3
Args: Namespace(att='fc', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.01, kmeansk=3, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.0005, wd=0.005)
------
fcb, loss: 0.380324, epoch:19
Args: Namespace(att='fcb', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.001, kmeansk=2, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.005, wd=0.0005)
------
rnn, loss: 0.002248, epoch:25
Args: Namespace(att='rnn', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.01, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=1e-05, wd=5e-05)
------
fcb, loss: 0.404111, epoch:10
Args: Namespace(att='fcb', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=5e-05, kmeansk=4, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.05, wd=0.001)
------
lstm, loss: 0.003123, epoch:0
Args: Namespace(att='lstm', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.01, kmeansk=3, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.01, wd=1e-05)
------
gru, loss: 0.002923, epoch:0
Args: Namespace(att='gru', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.0001, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.01, wd=0.0005)
------
lstm, loss: 0.003274, epoch:0
Args: Namespace(att='lstm', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.005, kmeansk=4, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.05, wd=0.0001)
------
lstm2, loss: 0.003304, epoch:4
Args: Namespace(att='lstm2', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.0005, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.05, wd=0.0001)
------
affine, loss: 0.452332, epoch:5
Args: Namespace(att='affine', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.005, kmeansk=1, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=5e-05, wd=5e-05)
------
rnn, loss: 0.399345, epoch:10
Args: Namespace(att='rnn', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.05, kmeansk=3, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.0001, wd=0.0005)
------
fc, loss: 0.373813, epoch:20
Args: Namespace(att='fc', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.001, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0001, wd=0.01)
------
affine, loss: 0.002634, epoch:10
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.05, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.0005, wd=0.0005)
------
fcb, loss: 0.411476, epoch:28
Args: Namespace(att='fcb', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=0.05, kmeansk=1, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.005, wd=1e-05)
------
gru, loss: 0.400178, epoch:10
Args: Namespace(att='gru', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.005, kmeansk=2, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.001, wd=0.005)
------
lstm, loss: 0.002984, epoch:5
Args: Namespace(att='lstm', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=5e-05, kmeansk=2, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.005, wd=5e-05)
------
lstm2, loss: 0.002738, epoch:1
Args: Namespace(att='lstm2', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.005, kmeansk=1, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.0005, wd=0.0001)
------
lstm2, loss: 0.409955, epoch:12
Args: Namespace(att='lstm2', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.005, kmeansk=2, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.0001, wd=1e-05)
------
affine, loss: 0.551042, epoch:17
Args: Namespace(att='affine', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.0001, kmeansk=3, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=5e-05, wd=5e-05)
------
rnn, loss: 0.002466, epoch:0
Args: Namespace(att='rnn', batch_size=64, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.0001, kmeansk=4, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.0001, wd=1e-05)
------
fc, loss: 0.404496, epoch:10
Args: Namespace(att='fc', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=5e-05, kmeansk=3, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=1e-05, wd=0.01)
------
gru, loss: 0.410484, epoch:20
Args: Namespace(att='gru', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.005, kmeansk=1, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.005, wd=0.01)
------
fc, loss: 0.369839, epoch:15
Args: Namespace(att='fc', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.001, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.0001, wd=0.0005)
------
fcb, loss: 0.002632, epoch:4
Args: Namespace(att='fcb', batch_size=16, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=1e-05, kmeansk=4, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.001, wd=0.005)
------
fcb, loss: 0.409333, epoch:10
Args: Namespace(att='fcb', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.0005, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.005, wd=0.0001)
------
gru, loss: 0.404575, epoch:10
Args: Namespace(att='gru', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.01, kmeansk=2, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.001, wd=0.0005)
------
rnn, loss: 0.002459, epoch:10
Args: Namespace(att='rnn', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.05, kmeansk=4, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0001, wd=5e-05)
------
lstm, loss: 0.002528, epoch:0
Args: Namespace(att='lstm', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=1e-05, kmeansk=4, l2=True, lr=0.05, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.001, rnn_only=True, rnn_wd=0.0001, wd=0.01)
------
lstm, loss: 0.421228, epoch:20
Args: Namespace(att='lstm', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.1, joint_wd=0.001, kmeansk=1, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=50000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.01, rnn_only=True, rnn_wd=0.05, wd=0.0005)
------
affine, loss: 0.002335, epoch:0
Args: Namespace(att='affine', batch_size=256, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.001, kmeansk=1, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='MSE', rnn_count=50000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=1e-05, wd=0.005)
------
lstm2, loss: 0.436809, epoch:20
Args: Namespace(att='lstm2', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.005, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.0001, wd=1e-05)
------
gru, loss: 0.415381, epoch:20
Args: Namespace(att='gru', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0005, joint_wd=0.001, kmeansk=2, l2=True, lr=0.005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.05, wd=0.01)
------
lstm2, loss: 0.436396, epoch:20
Args: Namespace(att='lstm2', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.0001, joint_wd=0.001, kmeansk=2, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.001, wd=0.01)
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fc, loss: 0.400422, epoch:10
Args: Namespace(att='fc', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.0001, kmeansk=1, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.05, wd=1e-05)
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affine, loss: 0.421104, epoch:6
Args: Namespace(att='affine', batch_size=1024, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.05, kmeansk=2, l2=True, lr=0.1, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.0005, wd=5e-05)
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rnn, loss: 0.002424, epoch:6
Args: Namespace(att='rnn', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.005, kmeansk=4, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=50000, rnn_count_word=9375, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=5e-05, wd=0.001)
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fc, loss: 0.003262, epoch:22
Args: Namespace(att='fc', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=5e-05, kmeansk=4, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='MSE', rnn_count=10000, rnn_count_word=1875, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0001, rnn_only=True, rnn_wd=0.01, wd=0.05)
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fcb, loss: 0.002228, epoch:7
Args: Namespace(att='fcb', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=1e-05, kmeansk=2, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=1e-05, wd=0.005)
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gru, loss: 0.421735, epoch:22
Args: Namespace(att='gru', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.05, kmeansk=4, l2=True, lr=0.0005, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=256, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.1, rnn_only=True, rnn_wd=0.05, wd=0.0005)
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fcb, loss: 0.410563, epoch:10
Args: Namespace(att='fcb', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.005, joint_wd=0.0005, kmeansk=1, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=64, rnn_cost='COS', rnn_count=100000, rnn_count_word=75000, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.0005, rnn_only=True, rnn_wd=0.01, wd=0.01)
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rnn, loss: 0.002524, epoch:12
Args: Namespace(att='rnn', batch_size=1024, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.001, joint_wd=0.001, kmeansk=4, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='MSE', rnn_count=10000, rnn_count_word=3750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.001, wd=0.0005)
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lstm, loss: 0.370903, epoch:21
Args: Namespace(att='lstm', batch_size=64, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.0001, kmeansk=3, l2=True, lr=0.0001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='COS', rnn_count=10000, rnn_count_word=7500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.005, rnn_only=True, rnn_wd=0.0001, wd=0.01)
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lstm, loss: 0.002723, epoch:10
Args: Namespace(att='lstm', batch_size=16, cost='ALE', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.05, joint_wd=5e-05, kmeansk=1, l2=True, lr=0.01, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=16, rnn_cost='MSE', rnn_count=100000, rnn_count_word=18750, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.001, wd=0.005)
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lstm2, loss: 0.435893, epoch:20
Args: Namespace(att='lstm2', batch_size=256, cost='CEL', crazy=True, curiculum='mixed', curriculum='mixed', draw_best=False, dropout=0, dset='SUN', e2e=False, epochs=20, gpu='0', joint=False, joint_lr=0.01, joint_wd=0.005, kmeansk=2, l2=True, lr=0.001, mode='all', model_dir='./log/delete', resume=None, rnn_batch_size=1024, rnn_cost='COS', rnn_count=100000, rnn_count_word=37500, rnn_dropout=0, rnn_epochs=30, rnn_lr=0.05, rnn_only=True, rnn_wd=0.0005, wd=0.005)
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