169 lines
3.8 KiB
C++
169 lines
3.8 KiB
C++
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/**
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* File: time_complexity.cpp
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* Created Time: 2022-11-25
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* Author: krahets (krahets@163.com)
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*/
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#include "../utils/common.hpp"
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/* <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> */
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int constant(int n) {
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int count = 0;
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int size = 100000;
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for (int i = 0; i < size; i++)
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count++;
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return count;
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}
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/* <20><><EFBFBD>Խ<EFBFBD> */
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int linear(int n) {
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int count = 0;
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for (int i = 0; i < n; i++)
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count++;
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return count;
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}
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/* <20><><EFBFBD>Խף<D4BD><D7A3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>飩 */
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int arrayTraversal(vector<int> &nums) {
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int count = 0;
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// ѭ<><D1AD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>鳤<EFBFBD>ȳ<EFBFBD><C8B3><EFBFBD><EFBFBD><EFBFBD>
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for (int num : nums) {
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count++;
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}
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return count;
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}
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/* ƽ<><C6BD><EFBFBD><EFBFBD> */
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int quadratic(int n) {
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int count = 0;
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// ѭ<><D1AD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>鳤<EFBFBD>ȳ<EFBFBD>ƽ<EFBFBD><C6BD><EFBFBD><EFBFBD>ϵ
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for (int i = 0; i < n; i++) {
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for (int j = 0; j < n; j++) {
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count++;
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}
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}
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return count;
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}
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/* ƽ<><C6BD><EFBFBD>ף<EFBFBD>ð<EFBFBD><C3B0><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> */
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int bubbleSort(vector<int> &nums) {
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int count = 0; // <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
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// <20><>ѭ<EFBFBD><D1AD><EFBFBD><EFBFBD>δ<EFBFBD><CEB4><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ [0, i]
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for (int i = nums.size() - 1; i > 0; i--) {
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// <20><>ѭ<EFBFBD><D1AD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>δ<EFBFBD><CEB4><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> [0, i] <20>е<EFBFBD><D0B5><EFBFBD><EFBFBD><EFBFBD>Ԫ<EFBFBD>ؽ<EFBFBD><D8BD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ҷ<EFBFBD>
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for (int j = 0; j < i; j++) {
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if (nums[j] > nums[j + 1]) {
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// <20><><EFBFBD><EFBFBD> nums[j] <20><> nums[j + 1]
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int tmp = nums[j];
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nums[j] = nums[j + 1];
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nums[j + 1] = tmp;
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count += 3; // Ԫ<>ؽ<EFBFBD><D8BD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> 3 <20><><EFBFBD><EFBFBD>Ԫ<EFBFBD><D4AA><EFBFBD><EFBFBD>
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}
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}
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}
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return count;
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}
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/* ָ<><D6B8><EFBFBD>ף<EFBFBD>ѭ<EFBFBD><D1AD>ʵ<EFBFBD>֣<EFBFBD> */
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int exponential(int n) {
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int count = 0, base = 1;
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// ϸ<><CFB8>ÿ<EFBFBD><C3BF>һ<EFBFBD><D2BB>Ϊ<EFBFBD><CEAA><EFBFBD><EFBFBD><EFBFBD>γ<EFBFBD><CEB3><EFBFBD><EFBFBD><EFBFBD> 1, 2, 4, 8, ..., 2^(n-1)
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for (int i = 0; i < n; i++) {
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for (int j = 0; j < base; j++) {
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count++;
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}
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base *= 2;
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}
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// count = 1 + 2 + 4 + 8 + .. + 2^(n-1) = 2^n - 1
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return count;
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}
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/* ָ<><D6B8><EFBFBD>ף<EFBFBD><D7A3>ݹ<EFBFBD>ʵ<EFBFBD>֣<EFBFBD> */
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int expRecur(int n) {
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if (n == 1)
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return 1;
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return expRecur(n - 1) + expRecur(n - 1) + 1;
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}
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/* <20><><EFBFBD><EFBFBD><EFBFBD>ף<EFBFBD>ѭ<EFBFBD><D1AD>ʵ<EFBFBD>֣<EFBFBD> */
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int logarithmic(float n) {
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int count = 0;
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while (n > 1) {
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n = n / 2;
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count++;
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}
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return count;
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}
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/* <20><><EFBFBD><EFBFBD><EFBFBD>ף<EFBFBD><D7A3>ݹ<EFBFBD>ʵ<EFBFBD>֣<EFBFBD> */
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int logRecur(float n) {
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if (n <= 1)
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return 0;
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return logRecur(n / 2) + 1;
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}
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/* <20><><EFBFBD>Զ<EFBFBD><D4B6><EFBFBD><EFBFBD><EFBFBD> */
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int linearLogRecur(float n) {
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if (n <= 1)
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return 1;
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int count = linearLogRecur(n / 2) + linearLogRecur(n / 2);
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for (int i = 0; i < n; i++) {
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count++;
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}
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return count;
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}
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/* <20>׳˽ף<CBBD><D7A3>ݹ<EFBFBD>ʵ<EFBFBD>֣<EFBFBD> */
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int factorialRecur(int n) {
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if (n == 0)
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return 1;
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int count = 0;
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// <20><> 1 <20><><EFBFBD><EFBFBD><EFBFBD>ѳ<EFBFBD> n <20><>
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for (int i = 0; i < n; i++) {
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count += factorialRecur(n - 1);
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}
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return count;
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}
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/* Driver Code */
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int main() {
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// <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> n <20><><EFBFBD>У<EFBFBD><D0A3><EFBFBD><EFBFBD><EFBFBD>һ<EFBFBD>¸<EFBFBD><C2B8>ָ<EFBFBD><D6B8>ӶȵIJ<C8B5><C4B2><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>仯<EFBFBD><E4BBAF><EFBFBD><EFBFBD>
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int n = 8;
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cout << "<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ݴ<EFBFBD>С n = " << n << endl;
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int count = constant(n);
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cout << "<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>IJ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> = " << count << endl;
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count = linear(n);
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cout << "<EFBFBD><EFBFBD><EFBFBD>ԽIJ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> = " << count << endl;
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vector<int> arr(n);
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count = arrayTraversal(arr);
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cout << "<EFBFBD><EFBFBD><EFBFBD>Խף<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>飩<EFBFBD>IJ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> = " << count << endl;
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count = quadratic(n);
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cout << "ƽ<EFBFBD><EFBFBD><EFBFBD>IJ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> = " << count << endl;
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vector<int> nums(n);
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for (int i = 0; i < n; i++)
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nums[i] = n - i; // [n,n-1,...,2,1]
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count = bubbleSort(nums);
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cout << "ƽ<EFBFBD><EFBFBD><EFBFBD>ף<EFBFBD>ð<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>IJ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> = " << count << endl;
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count = exponential(n);
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cout << "ָ<EFBFBD><EFBFBD><EFBFBD>ף<EFBFBD>ѭ<EFBFBD><EFBFBD>ʵ<EFBFBD>֣<EFBFBD><EFBFBD>IJ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> = " << count << endl;
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count = expRecur(n);
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cout << "ָ<EFBFBD><EFBFBD><EFBFBD>ף<EFBFBD><EFBFBD>ݹ<EFBFBD>ʵ<EFBFBD>֣<EFBFBD><EFBFBD>IJ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> = " << count << endl;
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count = logarithmic((float)n);
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cout << "<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ף<EFBFBD>ѭ<EFBFBD><EFBFBD>ʵ<EFBFBD>֣<EFBFBD><EFBFBD>IJ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> = " << count << endl;
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count = logRecur((float)n);
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cout << "<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ף<EFBFBD><EFBFBD>ݹ<EFBFBD>ʵ<EFBFBD>֣<EFBFBD><EFBFBD>IJ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> = " << count << endl;
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count = linearLogRecur((float)n);
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cout << "<EFBFBD><EFBFBD><EFBFBD>Զ<EFBFBD><EFBFBD><EFBFBD><EFBFBD>ף<EFBFBD><EFBFBD>ݹ<EFBFBD>ʵ<EFBFBD>֣<EFBFBD><EFBFBD>IJ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> = " << count << endl;
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count = factorialRecur(n);
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cout << "<EFBFBD>׳˽ף<EFBFBD><EFBFBD>ݹ<EFBFBD>ʵ<EFBFBD>֣<EFBFBD><EFBFBD>IJ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> = " << count << endl;
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return 0;
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}
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