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295.c
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295.c
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#include <stdio.h>
#include <stdlib.h>
struct MedianFinder {
int *maxHeap; /* store the smaller half */
int *minHeap; /* store the larger half */
int maxHeapCapacity;
int minHeapCapacity;
int maxHeapSize;
int minHeapSize;
double median;
};
void swap(int *a, int *b) {
int c = *a;
*a = *b;
*b = c;
}
void addHeap(int **heap, int *size, int *capacity, int data) {
if (*size == *capacity) {
int newCapacity = (*capacity) * 2; /* resize */
int *newHeap = (int *)malloc(newCapacity * sizeof(int));
for (int i = 0; i < *capacity; i++) {
newHeap[i] = (*heap)[i];
}
if (*heap)
free(*heap);
*heap = newHeap;
*capacity = newCapacity;
}
(*heap)[*size] = data;
(*size)++;
}
void siftUpMax(int *heap, int size) {
int parent, child;
child = size - 1;
while (child > 0) {
parent = (child - 1) / 2;
if (heap[parent] < heap[child])
swap(&heap[parent], &heap[child]);
child = parent;
}
}
void siftDownMax(int *heap, int size) {
int parent, child;
parent = 0; child = 1;
while (child < size) {
if (child + 1 < size && heap[child] < heap[child + 1])
child = child + 1;
if (heap[parent] >= heap[child]) break;
swap(&heap[parent], &heap[child]);
parent = child;
child = parent * 2 + 1;
}
}
void siftUpMin(int *heap, int size) {
int parent, child;
child = size - 1;
while (child > 0) {
parent = (child - 1) / 2;
if (heap[parent] > heap[child])
swap(&heap[parent], &heap[child]);
child = parent;
}
}
void siftDownMin(int *heap, int size) {
int parent, child;
parent = 0; child = 1;
while (child < size) {
if (child + 1 < size && heap[child] > heap[child + 1])
child = child + 1;
if (heap[parent] <= heap[child]) break;
swap(&heap[parent], &heap[child]);
parent = child;
child = parent * 2 + 1;
}
}
/** Initialize your data structure here. */
struct MedianFinder* MedianFinderCreate() {
struct MedianFinder *mf = (struct MedianFinder *)malloc(sizeof(struct MedianFinder));
mf->maxHeap = (int *)malloc(sizeof(int));
mf->minHeap = (int *)malloc(sizeof(int));
mf->maxHeap[0] = mf->minHeap[0] = 0;
mf->minHeapSize = mf->maxHeapSize = 0;
mf->minHeapCapacity = mf->maxHeapCapacity = 1;
mf->median = 0;
return mf;
}
/** Inserts a num into the data structure. */
void addNum(struct MedianFinder* mf, int num) {
if (mf == NULL) return;
if (mf->maxHeapSize == mf->minHeapSize) {
if (num > mf->median) {
addHeap(&mf->minHeap, &mf->minHeapSize, &mf->minHeapCapacity, num);
siftUpMin(mf->minHeap, mf->minHeapSize);
mf->median = mf->minHeap[0];
}
else {
addHeap(&mf->maxHeap, &mf->maxHeapSize, &mf->maxHeapCapacity, num);
siftUpMax(mf->maxHeap, mf->maxHeapSize);
mf->median = mf->maxHeap[0];
}
}
else {
if (num > mf->minHeap[0]) {
addHeap(&mf->minHeap, &mf->minHeapSize, &mf->minHeapCapacity, num);
siftUpMin(mf->minHeap, mf->minHeapSize);
if (mf->minHeapSize >= mf->maxHeapSize + 2) {
addHeap(&mf->maxHeap, &mf->maxHeapSize, &mf->maxHeapCapacity, mf->minHeap[0]);
siftUpMax(mf->maxHeap, mf->maxHeapSize);
swap(&mf->minHeap[0], &mf->minHeap[mf->minHeapSize - 1]);
mf->minHeapSize--;
siftDownMin(mf->minHeap, mf->minHeapSize);
}
}
else {
addHeap(&mf->maxHeap, &mf->maxHeapSize, &mf->maxHeapCapacity, num);
siftUpMax(mf->maxHeap, mf->maxHeapSize);
if (mf->maxHeapSize >= mf->minHeapSize + 2) {
addHeap(&mf->minHeap, &mf->minHeapSize, &mf->minHeapCapacity, mf->maxHeap[0]);
siftUpMin(mf->minHeap, mf->minHeapSize);
swap(&mf->maxHeap[0], &mf->maxHeap[mf->maxHeapSize - 1]);
mf->maxHeapSize--;
siftDownMax(mf->maxHeap, mf->maxHeapSize);
}
}
mf->median = mf->maxHeap[0] + (mf->minHeap[0] - mf->maxHeap[0]) / 2.0;
}
}
/** find the median of current data stream */
double findMedian(struct MedianFinder* mf) {
if (mf == NULL) return 0;
return mf->median;
}
/** Deallocates memory previously allocated for the data structure. */
void MedianFinderFree(struct MedianFinder* mf) {
if (mf == NULL) return;
if (mf->maxHeap) free(mf->maxHeap);
if (mf->minHeap) free(mf->minHeap);
free(mf);
}
// Your MedianFinder object will be instantiated and called as such:
// struct MedianFinder* mf = MedianFinderCreate();
// addNum(mf, 1.0);
// findMedian(mf);
// MedianFinderFree(mf);
int main() {
struct MedianFinder* mf = MedianFinderCreate();
addNum(mf, 1);
printf("%lf\n", findMedian(mf));
addNum(mf, 2);
printf("%lf\n", findMedian(mf));
addNum(mf, 3);
printf("%lf\n", findMedian(mf));
addNum(mf, 4);
printf("%lf\n", findMedian(mf));
addNum(mf, 5);
printf("%lf\n", findMedian(mf));
addNum(mf, 6);
printf("%lf\n", findMedian(mf));
addNum(mf, 7);
printf("%lf\n", findMedian(mf));
addNum(mf, 8);
printf("%lf\n", findMedian(mf));
addNum(mf, 9);
printf("%lf\n", findMedian(mf));
addNum(mf, 10);
printf("%lf\n", findMedian(mf));
MedianFinderFree(mf);
return 0;
}