def from_protobuf(message: NumbersMessage):
"""
Load from a protobuf message
Returns
-------
number_tracker : NumberTracker
"""
theta = None
if message.compact_theta is not None and len(
message.compact_theta) > 0:
theta = ThetaSketch.deserialize(message.compact_theta)
elif message.theta is not None and len(message.theta) > 0:
logger.warning(
"Possible missing data. Non-compact theta sketches are no longer supported"
)
opts = dict(
theta_sketch=theta,
variance=VarianceTracker.from_protobuf(message.variance),
histogram=dsketch.deserialize_kll_floats_sketch(message.histogram),
)
if message.HasField("doubles"):
opts["floats"] = FloatTracker.from_protobuf(message.doubles)
if message.HasField("longs"):
opts["ints"] = IntTracker.from_protobuf(message.longs)
return NumberTracker(**opts)
def from_protobuf(message: NumbersMessage):
"""
Load from a protobuf message
Returns
-------
number_tracker : NumberTracker
"""
theta = None
if message.theta is not None and len(message.theta) > 0:
theta = ThetaSketch.deserialize(message.theta)
elif message.compact_theta is not None and len(message.compact_theta) > 0:
theta = ThetaSketch.deserialize(message.compact_theta)
opts = dict(
theta_sketch=theta,
variance=VarianceTracker.from_protobuf(message.variance),
histogram=dsketch.deserialize_kll_floats_sketch(message.histogram),
frequent_numbers=dsketch.FrequentNumbersSketch.from_protobuf(
message.frequent_numbers
),
)
if message.HasField("doubles"):
opts["floats"] = FloatTracker.from_protobuf(message.doubles)
if message.HasField("longs"):
opts["ints"] = IntTracker.from_protobuf(message.longs)
return NumberTracker(**opts)
def to_protobuf(self):
"""
Return the object serialized as a protobuf message
"""
opts = dict(
variance=self.variance.to_protobuf(),
compact_theta=self.theta_sketch.serialize(),
histogram=self.histogram.serialize(),
)
if self.floats.count > 0:
opts["doubles"] = self.floats.to_protobuf()
elif self.ints.count > 0:
opts["longs"] = self.ints.to_protobuf()
msg = NumbersMessage(**opts)
return msg