package class40; import java.util.TreeMap; public class Code04_AvgLessEqualValueLongestSubarray { // 暴力解,时间复杂度O(N^3),用于做对数器 public static int ways1(int[] arr, int v) { int ans = 0; for (int L = 0; L < arr.length; L++) { for (int R = L; R < arr.length; R++) { int sum = 0; int k = R - L + 1; for (int i = L; i <= R; i++) { sum += arr[i]; } double avg = (double) sum / (double) k; if (avg <= v) { ans = Math.max(ans, k); } } } return ans; } // 想实现的解法2,时间复杂度O(N*logN) public static int ways2(int[] arr, int v) { if (arr == null || arr.length == 0) { return 0; } TreeMap origins = new TreeMap<>(); int ans = 0; int modify = 0; for (int i = 0; i < arr.length; i++) { int p1 = arr[i] <= v ? 1 : 0; int p2 = 0; int querry = -arr[i] - modify; if (origins.floorKey(querry) != null) { p2 = i - origins.get(origins.floorKey(querry)) + 1; } ans = Math.max(ans, Math.max(p1, p2)); int curOrigin = -modify - v; if (origins.floorKey(curOrigin) == null) { origins.put(curOrigin, i); } modify += arr[i] - v; } return ans; } // 想实现的解法3,时间复杂度O(N) public static int ways3(int[] arr, int v) { if (arr == null || arr.length == 0) { return 0; } for (int i = 0; i < arr.length; i++) { arr[i] -= v; } return maxLengthAwesome(arr, 0); } // 找到数组中累加和<=k的最长子数组 public static int maxLengthAwesome(int[] arr, int k) { int N = arr.length; int[] sums = new int[N]; int[] ends = new int[N]; sums[N - 1] = arr[N - 1]; ends[N - 1] = N - 1; for (int i = N - 2; i >= 0; i--) { if (sums[i + 1] < 0) { sums[i] = arr[i] + sums[i + 1]; ends[i] = ends[i + 1]; } else { sums[i] = arr[i]; ends[i] = i; } } int end = 0; int sum = 0; int res = 0; for (int i = 0; i < N; i++) { while (end < N && sum + sums[end] <= k) { sum += sums[end]; end = ends[end] + 1; } res = Math.max(res, end - i); if (end > i) { sum -= arr[i]; } else { end = i + 1; } } return res; } // 用于测试 public static int[] randomArray(int maxLen, int maxValue) { int len = (int) (Math.random() * maxLen) + 1; int[] ans = new int[len]; for (int i = 0; i < len; i++) { ans[i] = (int) (Math.random() * maxValue); } return ans; } // 用于测试 public static int[] copyArray(int[] arr) { int[] ans = new int[arr.length]; for (int i = 0; i < arr.length; i++) { ans[i] = arr[i]; } return ans; } // 用于测试 public static void printArray(int[] arr) { for (int i = 0; i < arr.length; i++) { System.out.print(arr[i] + " "); } System.out.println(); } // 用于测试 public static void main(String[] args) { System.out.println("测试开始"); int maxLen = 20; int maxValue = 100; int testTime = 500000; for (int i = 0; i < testTime; i++) { int[] arr = randomArray(maxLen, maxValue); int value = (int) (Math.random() * maxValue); int[] arr1 = copyArray(arr); int[] arr2 = copyArray(arr); int[] arr3 = copyArray(arr); int ans1 = ways1(arr1, value); int ans2 = ways2(arr2, value); int ans3 = ways3(arr3, value); if (ans1 != ans2 || ans1 != ans3) { System.out.println("测试出错!"); System.out.print("测试数组:"); printArray(arr); System.out.println("子数组平均值不小于 :" + value); System.out.println("方法1得到的最大长度:" + ans1); System.out.println("方法2得到的最大长度:" + ans2); System.out.println("方法3得到的最大长度:" + ans3); System.out.println("========================="); } } System.out.println("测试结束"); } }