from uncoverml import predict, geoio
from uncoverml import features as feat
from uncoverml import targets as targ
from uncoverml.learn import all_modelmaps as modelmaps
from uncoverml.optimise.models import transformed_modelmaps
_logger = logging.getLogger(__name__)
MINPROB = 1e-5 # Numerical guard for log-loss evaluation
regression_metrics = {
'r2_score': lambda y, py, vy, y_t, py_t, vy_t: r2_score(y, py),
'expvar': lambda y, py, vy, y_t, py_t, vy_t: explained_variance_score(y, py),
'smse': lambda y, py, vy, y_t, py_t, vy_t: smse(y, py),
'lins_ccc': lambda y, py, vy, y_t, py_t, vy_t: lins_ccc(y, py),
'mll': lambda y, py, vy, y_t, py_t, vy_t: mll(y, py, vy)
}
transformed_regression_metrics = {
'r2_score_transformed': lambda y, py, vy, y_t, py_t, vy_t: r2_score(y_t, py_t),
'expvar_transformed': lambda y, py, vy, y_t, py_t, vy_t: explained_variance_score(y_t, py_t),
'smse_transformed': lambda y, py, vy, y_t, py_t, vy_t: smse(y_t, py_t),
'lins_ccc_transformed': lambda y, py, vy, y_t, py_t, vy_t: lins_ccc(y_t, py_t),
'mll_transformed': lambda y, py, vy, y_t, py_t, vy_t: mll(y_t, py_t, vy_t)
}
def _binarizer(y, p, func, **kwargs):
yb = np.zeros_like(p)
n = len(y)
from uncoverml import predict, geoio
from uncoverml import features as feat
from uncoverml import targets as targ
from uncoverml.learn import all_modelmaps as modelmaps
from uncoverml.optimise.models import transformed_modelmaps
log = logging.getLogger(__name__)
MINPROB = 1e-5 # Numerical guard for log-loss evaluation
regression_metrics = {
'r2_score': lambda y, py, vy, y_t, py_t, vy_t: r2_score(y, py),
'expvar':
lambda y, py, vy, y_t, py_t, vy_t: explained_variance_score(y, py),
'smse': lambda y, py, vy, y_t, py_t, vy_t: smse(y, py),
'lins_ccc': lambda y, py, vy, y_t, py_t, vy_t: lins_ccc(y, py),
'mll': lambda y, py, vy, y_t, py_t, vy_t: mll(y, py, vy)
}
transformed_regression_metrics = {
'r2_score_transformed':
lambda y, py, vy, y_t, py_t, vy_t: r2_score(y_t, py_t),
'expvar_transformed':
lambda y, py, vy, y_t, py_t, vy_t: explained_variance_score(y_t, py_t),
'smse_transformed':
lambda y, py, vy, y_t, py_t, vy_t: smse(y_t, py_t),
'lins_ccc_transformed':
lambda y, py, vy, y_t, py_t, vy_t: lins_ccc(y_t, py_t),
'mll_transformed':
lambda y, py, vy, y_t, py_t, vy_t: mll(y_t, py_t, vy_t)
}