def run_test(cls, obj, model_type, verbose=False):
if verbose:
print("Calling fit with `model_type = '%s'`..." % (model_type,), end="")
sys.stdout.flush()
with warnings.catch_warnings():
warnings.filterwarnings("ignore",category=PendingDeprecationWarning)
warnings.filterwarnings("ignore",category=LineSearchWarning)
try:
fit(
X=obj.X,
Y=obj.Y,
model_type=model_type,
treated_units=obj.treated_units
if model_type
in ("retrospective", "prospective", "prospective-restricted")
else None,
# KWARGS:
print_path=False,
progress=verbose,
grid_length=5,
min_iter=-1,
tol=1,
verbose=0,
batchFile=join(expanduser("~"),"temp","%s_batch_params.py" % model_type)
)
import pdb; pdb.set_trace()
if verbose:
print("DONE")
except LineSearchWarning:
pass
except PendingDeprecationWarning:
pass
except Exception as exc:
print("Failed with %s: %s" % (exc.__class__.__name__, exc.message))
def run_test(cls, obj, model_type, verbose=False):
if verbose:
print("Calling fit with `model_type = '%s'`..." % (model_type, ),
end="")
sys.stdout.flush()
with warnings.catch_warnings():
warnings.filterwarnings("ignore",
category=PendingDeprecationWarning)
warnings.filterwarnings("ignore", category=LineSearchWarning)
try:
Model1 = fit(
features=obj.X,
targets=obj.Y,
model_type=model_type,
treated_units=obj.treated_units
if model_type in ("retrospective", "prospective",
"prospective-restricted") else None,
# KWARGS:
print_path=False,
stopping_rule=1,
progress=verbose,
grid_length=5,
min_iter=-1,
tol=1,
verbose=0,
)
Model2 = fit(
features=obj.X,
targets=obj.Y,
model_type=model_type,
treated_units=obj.treated_units
if model_type in ("retrospective", "prospective",
"prospective-restricted") else None,
# KWARGS:
print_path=False,
stopping_rule=1,
progress=verbose,
grid_length=5,
min_iter=-1,
tol=1,
verbose=0,
batch_client_config="sg_daemon",
)
if verbose:
print("DONE")
except LineSearchWarning:
pass
except PendingDeprecationWarning:
pass
except Exception as exc:
print("Failed with %s: %s" %
(exc.__class__.__name__, getattr(exc, "message", "<>")))
raise exc
def run_test(cls, obj, model_type, verbose=False):
if verbose:
print("Calling fit with `model_type = '%s'`..." % (model_type,), end="")
sys.stdout.flush()
batchdir = os.path.join(
os.path.dirname(os.path.realpath(__file__)), "data", "batchTest"
)
assert os.path.exists(batchdir), "Batch Directory '{}' does not exist".format(
batchdir
)
with warnings.catch_warnings():
warnings.filterwarnings("ignore", category=PendingDeprecationWarning)
warnings.filterwarnings("ignore", category=LineSearchWarning)
try:
verbose = 0
model_a = fit(
features=obj.X,
targets=obj.Y,
model_type=model_type,
treated_units=obj.treated_units
if model_type
in ("retrospective", "prospective", "prospective-restricted")
else None,
# KWARGS:
print_path=verbose,
stopping_rule=1,
progress=0,
grid_length=5,
min_iter=-1,
tol=1,
verbose=0,
)
model_b = aggregate_batch_results(
batchDir=batchdir
) # , batch_client_config="sg_daemon"
assert np.all(
np.abs(model_a.scores - model_b.scores) < 1e-14
), "model scores are not within rounding error"
if verbose:
print("DONE")
except LineSearchWarning:
pass
except PendingDeprecationWarning:
pass
except Exception as exc: # pylint: disable=broad-except
print(
"Failed with %s(%s)"
% (exc.__class__.__name__, getattr(exc, "message", ""))
)
raise exc
def run_test(cls, obj, model_type, verbose=False):
if verbose:
print("Calling fit with `model_type = '%s'`..." % (model_type, ),
end="")
sys.stdout.flush()
batchdir = os.path.join(os.path.dirname(os.path.realpath(__file__)),
"data", "batchTest")
print("dumping batch artifacts to: {}'".format(batchdir))
with warnings.catch_warnings():
warnings.filterwarnings("ignore",
category=PendingDeprecationWarning)
warnings.filterwarnings("ignore", category=LineSearchWarning)
try:
fit(
features=obj.X,
targets=obj.Y,
model_type=model_type,
treated_units=obj.treated_units
if model_type in ("retrospective", "prospective",
"prospective-restricted") else None,
# KWARGS:
print_path=False,
stopping_rule=1,
progress=verbose,
grid_length=5,
min_iter=-1,
tol=1,
verbose=0,
batchDir=batchdir,
)
if verbose:
print("DONE")
except LineSearchWarning:
pass
except PendingDeprecationWarning:
pass
except Exception as exc: # pylint: disable=broad-except
print("Failed with %s(%s)" %
(exc.__class__.__name__, getattr(exc, "message", "")))
raise exc