''' mbinary ######################################################################### # File : binaryHeap.py # Author: mbinary # Mail: zhuheqin1@gmail.com # Blog: https://mbinary.xyz # Github: https://github.com/mbinary # Created Time: 2018-05-19 23:06 # Description: ######################################################################### ''' from collections import Iterable class node: def __init__(self,val,freq=1): self.val=val self.freq = freq def __eq__(self,a): return self.val == a.val def __lt__(self,a): return self.vala.val def __ge__(self,a): return self.val>=a.val def __ne__(self,a): return not self == a class binaryHeap: def __init__(self,s=None,sortByFrequency = False,reverse=False): self.sortByFrequency=sortByFrequency self.reverse = reverse self.data = [node(0)] # make index begin with 1 if s==None:return if not isinstance(s,Iterable):s = [s] for i in s: self.insert(i) def __bool__(self): return len(self)!=1 def _cmp(self,a,b): if self.sortByFrequency: if self.reverse:return a.freq>b.freq else:return a.freqb else:return a=2*i+1: if self._cmp(self.data[i*2],self.data[2*i+1]): self.data[i] = self.data[2*i] i = 2*i else: self.data[i] = self.data[2*i+1] i = 2*i+1 self.data[i] = tmp return i def __len__(self): return self.data[0].val def Nth(self,n=1): tmp = [] for i in range(n): tmp.append(self.deleteTop()) for i in tmp: self.insert(i) return tmp[-1] def display(self): val =self.data[0].val+1 if self.sortByFrequency: info='heapSort by Frequency:' else:info = 'heapSort by Value:' if self.reverse: info +=' From big to small' else:info +=' From small to big' print('*'*15) print(info) print('total items:%d\nval\tfreq'%(val-1)) fmt = '{}\t{}' for i in range(1,val): print(fmt.format(self.data[i].val,self.data[i].freq)) print('*'*15) class Test: def topKFrequent(self, words, k): hp = binaryHeap(sortByFrequency = True,reverse=True) for i in words: hp.insert(i) hp.display() n = len(hp) mp = {} while hp: top = hp.deleteTop() if top.freq in mp: mp[top.freq].append(top.val) else: mp[top.freq] = [top.val] for i in mp: mp[i].sort() key = sorted(mp.keys(),reverse = True) rst = [] count = 0 for i in key: for j in mp[i]: rst.append(j) count+=1 if count == k:return rst if __name__ == '__main__': s=["plpaboutit","jnoqzdute","sfvkdqf","mjc","nkpllqzjzp","foqqenbey","ssnanizsav","nkpllqzjzp","sfvkdqf","isnjmy","pnqsz","hhqpvvt","fvvdtpnzx","jkqonvenhx","cyxwlef","hhqpvvt","fvvdtpnzx","plpaboutit","sfvkdqf","mjc","fvvdtpnzx","bwumsj","foqqenbey","isnjmy","nkpllqzjzp","hhqpvvt","foqqenbey","fvvdtpnzx","bwumsj","hhqpvvt","fvvdtpnzx","jkqonvenhx","jnoqzdute","foqqenbey","jnoqzdute","foqqenbey","hhqpvvt","ssnanizsav","mjc","foqqenbey","bwumsj","ssnanizsav","fvvdtpnzx","nkpllqzjzp","jkqonvenhx","hhqpvvt","mjc","isnjmy","bwumsj","pnqsz","hhqpvvt","nkpllqzjzp","jnoqzdute","pnqsz","nkpllqzjzp","jnoqzdute","foqqenbey","nkpllqzjzp","hhqpvvt","fvvdtpnzx","plpaboutit","jnoqzdute","sfvkdqf","fvvdtpnzx","jkqonvenhx","jnoqzdute","nkpllqzjzp","jnoqzdute","fvvdtpnzx","jkqonvenhx","hhqpvvt","isnjmy","jkqonvenhx","ssnanizsav","jnoqzdute","jkqonvenhx","fvvdtpnzx","hhqpvvt","bwumsj","nkpllqzjzp","bwumsj","jkqonvenhx","jnoqzdute","pnqsz","foqqenbey","sfvkdqf","sfvkdqf"] test = Test() print(test.topKFrequent(s,5))