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Diffstat (limited to 'resources/tools/presentation/new/jumpavg/AvgStdevMetadataFactory.py')
-rw-r--r-- | resources/tools/presentation/new/jumpavg/AvgStdevMetadataFactory.py | 49 |
1 files changed, 49 insertions, 0 deletions
diff --git a/resources/tools/presentation/new/jumpavg/AvgStdevMetadataFactory.py b/resources/tools/presentation/new/jumpavg/AvgStdevMetadataFactory.py new file mode 100644 index 0000000000..d7d0517a57 --- /dev/null +++ b/resources/tools/presentation/new/jumpavg/AvgStdevMetadataFactory.py @@ -0,0 +1,49 @@ +# 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 |