def deep5_main_comp(df):
df = restrict_or_unset(df, filter_length_4=10,
num_filters_time=25,
double_time_convs=False, split_first_layer=True,)
df = restrict_or_unset(df, batch_modifier='null', first_nonlin='elu',
later_nonlin='elu', batch_norm=True)
df = restrict_or_unset(df, drop_p=0.5, drop_prob=0.5)
return df
def deep5_main_comp(df):
df = restrict_or_unset(
df,
filter_length_4=10,
num_filters_time=25,
double_time_convs=False,
split_first_layer=True,
)
df = restrict_or_unset(df,
batch_modifier='null',
first_nonlin='elu',
later_nonlin='elu',
batch_norm=True)
df = restrict_or_unset(df, drop_p=0.5, drop_prob=0.5)
return df
def main_comp_csp(df):
return restrict(restrict_or_unset(df,
standardize=False,
standardize_filt_cnt=False,
standardize_epo=False,
standardize_cnt=False),
low_bound=0)
def shallow_main_comp(df):
df = restrict(df,
layers='cnt_shallow_square',
first_nonlin='square',
post_pool_nonlin='safe_log',
pool_mode='average_exc_pad')
df = restrict_or_unset(
df,
drop_p=0.5,
batch_modifier='null',
)
return df
def main_comp_csp(df):
return restrict(restrict_or_unset(df, standardize=False, standardize_filt_cnt=False,
standardize_epo=False, standardize_cnt=False),
low_bound=0)
def shallow_main_comp(df):
df = restrict(df, layers='cnt_shallow_square', first_nonlin='square', post_pool_nonlin='safe_log',
pool_mode='average_exc_pad')
df = restrict_or_unset(df, drop_p=0.5, batch_modifier='null',)
return df
