54 lines
1.5 KiB
Python
54 lines
1.5 KiB
Python
#
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# smoother.py
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#
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# This source file is part of the FoundationDB open source project
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#
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# Copyright 2013-2020 Apple Inc. and the FoundationDB project authors
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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import math
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class Smoother:
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def __init__(self, folding_time):
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self.folding_time = folding_time
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self.reset(0)
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def reset(self, value):
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self.time = 0
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self.total = value
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self.estimate = value
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def set_total(self, time, total):
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self.add_delta(time, total-self.total)
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def add_delta(self, time, delta):
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self.update(time)
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self.total += delta
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def smooth_total(self, time):
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self.update(time)
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return self.estimate
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def smooth_rate(self, time):
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self.update(time)
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return (self.total-self.estimate) / self.folding_time
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def update(self, time):
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elapsed = time - self.time
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if elapsed > 0:
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self.time = time
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self.estimate += (self.total-self.estimate) * (1-math.exp(-elapsed/self.folding_time))
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