package class29; import java.util.Arrays; public class Code02_MaxTopK { // 时间复杂度O(N*logN) // 排序+收集 public static int[] maxTopK1(int[] arr, int k) { if (arr == null || arr.length == 0) { return new int[0]; } int N = arr.length; k = Math.min(N, k); Arrays.sort(arr); int[] ans = new int[k]; for (int i = N - 1, j = 0; j < k; i--, j++) { ans[j] = arr[i]; } return ans; } // 方法二,时间复杂度O(N + K*logN) // 解释:堆 public static int[] maxTopK2(int[] arr, int k) { if (arr == null || arr.length == 0) { return new int[0]; } int N = arr.length; k = Math.min(N, k); // 从底向上建堆,时间复杂度O(N) for (int i = N - 1; i >= 0; i--) { heapify(arr, i, N); } // 只把前K个数放在arr末尾,然后收集,O(K*logN) int heapSize = N; swap(arr, 0, --heapSize); int count = 1; while (heapSize > 0 && count < k) { heapify(arr, 0, heapSize); swap(arr, 0, --heapSize); count++; } int[] ans = new int[k]; for (int i = N - 1, j = 0; j < k; i--, j++) { ans[j] = arr[i]; } return ans; } public static void heapInsert(int[] arr, int index) { while (arr[index] > arr[(index - 1) / 2]) { swap(arr, index, (index - 1) / 2); index = (index - 1) / 2; } } public static void heapify(int[] arr, int index, int heapSize) { int left = index * 2 + 1; while (left < heapSize) { int largest = left + 1 < heapSize && arr[left + 1] > arr[left] ? left + 1 : left; largest = arr[largest] > arr[index] ? largest : index; if (largest == index) { break; } swap(arr, largest, index); index = largest; left = index * 2 + 1; } } public static void swap(int[] arr, int i, int j) { int tmp = arr[i]; arr[i] = arr[j]; arr[j] = tmp; } // 方法三,时间复杂度O(n + k * logk) public static int[] maxTopK3(int[] arr, int k) { if (arr == null || arr.length == 0) { return new int[0]; } int N = arr.length; k = Math.min(N, k); // O(N) int num = minKth(arr, N - k); int[] ans = new int[k]; int index = 0; for (int i = 0; i < N; i++) { if (arr[i] > num) { ans[index++] = arr[i]; } } for (; index < k; index++) { ans[index] = num; } // O(k*logk) Arrays.sort(ans); for (int L = 0, R = k - 1; L < R; L++, R--) { swap(ans, L, R); } return ans; } // 时间复杂度O(N) public static int minKth(int[] arr, int index) { int L = 0; int R = arr.length - 1; int pivot = 0; int[] range = null; while (L < R) { pivot = arr[L + (int) (Math.random() * (R - L + 1))]; range = partition(arr, L, R, pivot); if (index < range[0]) { R = range[0] - 1; } else if (index > range[1]) { L = range[1] + 1; } else { return pivot; } } return arr[L]; } public static int[] partition(int[] arr, int L, int R, int pivot) { int less = L - 1; int more = R + 1; int cur = L; while (cur < more) { if (arr[cur] < pivot) { swap(arr, ++less, cur++); } else if (arr[cur] > pivot) { swap(arr, cur, --more); } else { cur++; } } return new int[] { less + 1, more - 1 }; } // for test public static int[] generateRandomArray(int maxSize, int maxValue) { int[] arr = new int[(int) ((maxSize + 1) * Math.random())]; for (int i = 0; i < arr.length; i++) { // [-? , +?] arr[i] = (int) ((maxValue + 1) * Math.random()) - (int) (maxValue * Math.random()); } return arr; } // for test public static int[] copyArray(int[] arr) { if (arr == null) { return null; } int[] res = new int[arr.length]; for (int i = 0; i < arr.length; i++) { res[i] = arr[i]; } return res; } // for test public static boolean isEqual(int[] arr1, int[] arr2) { if ((arr1 == null && arr2 != null) || (arr1 != null && arr2 == null)) { return false; } if (arr1 == null && arr2 == null) { return true; } if (arr1.length != arr2.length) { return false; } for (int i = 0; i < arr1.length; i++) { if (arr1[i] != arr2[i]) { return false; } } return true; } // for test public static void printArray(int[] arr) { if (arr == null) { return; } for (int i = 0; i < arr.length; i++) { System.out.print(arr[i] + " "); } System.out.println(); } // 生成随机数组测试 public static void main(String[] args) { int testTime = 500000; int maxSize = 100; int maxValue = 100; boolean pass = true; System.out.println("测试开始,没有打印出错信息说明测试通过"); for (int i = 0; i < testTime; i++) { int k = (int) (Math.random() * maxSize) + 1; int[] arr = generateRandomArray(maxSize, maxValue); int[] arr1 = copyArray(arr); int[] arr2 = copyArray(arr); int[] arr3 = copyArray(arr); int[] ans1 = maxTopK1(arr1, k); int[] ans2 = maxTopK2(arr2, k); int[] ans3 = maxTopK3(arr3, k); if (!isEqual(ans1, ans2) || !isEqual(ans1, ans3)) { pass = false; System.out.println("出错了!"); printArray(ans1); printArray(ans2); printArray(ans3); break; } } System.out.println("测试结束了,测试了" + testTime + "组,是否所有测试用例都通过?" + (pass ? "是" : "否")); } }