class Experiment(object):
"""A class for MOE optimizable experiments."""
def __init__(self, domain_bounds, points_sampled=None):
"""Construct a MOE optimizable experiment.
**Required arguments:**
:param domain_bounds: The bounds for the optimization experiment
:type domain_bounds: An iterable of iterables describing the [min, max] of the domain for each dimension
**Optional arguments:**
:param points_sampled: The historic points sampled and their objective function values
:type points_sampled: An iterable of iterables describing the [point, value, noise] of each objective function evaluation
"""
_domain_bounds = [ClosedInterval(bound[0], bound[1]) for bound in domain_bounds]
self.domain = TensorProductDomain(_domain_bounds)
self.historical_data = HistoricalData(
self.domain.dim,
sample_points=points_sampled,
)
def build_json_payload(self):
"""Construct a json serializeable and MOE REST recognizeable dictionary of the experiment."""
return {
'domain_info': self.domain.get_json_serializable_info(),
'gp_historical_info': self.historical_data.json_payload(),
}
def __str__(self):
"""Return a pprint formated version of the experiment dict."""
return pprint.pformat(self.build_json_payload)
class Experiment(object):
"""A class for MOE optimizable experiments."""
def __init__(self, domain_bounds, points_sampled=None):
"""Construct a MOE optimizable experiment.
**Required arguments:**
:param domain_bounds: The bounds for the optimization experiment
:type domain_bounds: An iterable of iterables describing the [min, max] of the domain for each dimension
**Optional arguments:**
:param points_sampled: The historic points sampled and their objective function values
:type points_sampled: An iterable of iterables describing the [point, value, noise] of each objective function evaluation
"""
_domain_bounds = [
ClosedInterval(bound[0], bound[1]) for bound in domain_bounds
]
self.domain = TensorProductDomain(_domain_bounds)
self.historical_data = HistoricalData(
self.domain.dim,
sample_points=points_sampled,
)
def build_json_payload(self):
"""Construct a json serializeable and MOE REST recognizeable dictionary of the experiment."""
return {
'domain_info': self.domain.get_json_serializable_info(),
'gp_historical_info': self.historical_data.json_payload(),
}
def __str__(self):
"""Return a pprint formated version of the experiment dict."""
return pprint.pformat(self.build_json_payload)
