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# Copyright (c) 2018 Cisco and/or its affiliates.
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at:
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import math
from AvgStdevMetadata import AvgStdevMetadata
class AvgStdevMetadataFactory(object):
"""Class factory which creates avg,stdev metadata from data."""
@staticmethod
def from_data(values):
"""Return new metadata object fitting the values.
:param values: Run values to be processed.
:type values: Iterable of float or of AvgStdevMetadata
:returns: The metadata matching the values.
:rtype: AvgStdevMetadata
"""
sum_0 = 0
sum_1 = 0.0
sum_2 = 0.0
for value in values:
if isinstance(value, AvgStdevMetadata):
sum_0 += value.size
sum_1 += value.avg * value.size
sum_2 += value.stdev * value.stdev * value.size
sum_2 += value.avg * value.avg * value.size
else: # The value is assumed to be float.
sum_0 += 1
sum_1 += value
sum_2 += value * value
if sum_0 < 1:
return AvgStdevMetadata()
avg = sum_1 / sum_0
stdev = math.sqrt(sum_2 / sum_0 - avg * avg)
ret_obj = AvgStdevMetadata(size=sum_0, avg=avg, stdev=stdev)
return ret_obj
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