#!/usr/bin/env python # -*- coding: utf-8 -*- # # Copyright 2019 The FATE Authors. All Rights Reserved. # # 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 collections from sortedcontainers import SortedList class Comparision(object): def __init__(self, size): self._histograms = collections.deque(maxlen=size) self._sorted_hist = SortedList() def add(self, value): if len(self._histograms) == self._histograms.maxlen: self._sorted_hist.remove(self._histograms[0]) self._histograms.append(value) self._sorted_hist.add(value) def _get_lt_count(self, value): return self._sorted_hist.bisect_left(value=value) def _get_le_count(self, value): return self._sorted_hist.bisect_right(value=value) def _get_size(self): return len(self._histograms) def get_rate(self, value): return self._get_lt_count(value) / self._get_size() def is_topk(self, value, k): if self._get_size() <= k: return True return self._get_size() - self._get_le_count(value) < k