Given an array of integers and an integer k, you need to find the total number of continuous subarrays whose sum equals to k.
Example 1:
Input:nums = [1,1,1], k = 2 Output: 2
Note:
- The length of the array is in range [1, 20,000].
- The range of numbers in the array is [-1000, 1000] and the range of the integer k is [-1e7, 1e7].
解法1: Brute force. 用两丛循环i, j,计算sum[i, j],如果等于K则记录结果。T: O(n^2) S: O(1), 会TLE
解法2:Hashtable,基于公式 sum(i - j) = sum(0, j) - sum(0, i), 每循环一次都把数字累加到sum, 并用一个哈希表记录,key是sum, value是出现过的次数。当满足sum - K在哈希表中时,说明去掉之前那段和的数后剩下的数字和等于K, 满足条件,把记录的次数累加到结果(因为有多种组合可能)。T: O(n), S: O(n).
参考: https://discuss.leetcode.com/topic/87850/java-solution-presum-hashmap
Java:
public class _560 {
public int subarraySum(int[] nums, int k) {
Map<Integer, Integer> preSum = new HashMap();
int sum = 0;
int result = 0;
preSum.put(0, 1);
for (int i = 0; i < nums.length; i++) {
sum += nums[i];
if (preSum.containsKey(sum - k)) {
result += preSum.get(sum - k);
}
preSum.put(sum, preSum.getOrDefault(sum, 0) + 1);
}
return result;
}
}
Python:
class Solution(object):
def subarraySum(self, nums, k):
"""
:type nums: List[int]
:type k: int
:rtype: int
"""
ans = sums = 0
cnt = collections.Counter()
for num in nums:
cnt[sums] += 1
sums += num
ans += cnt[sums - k]
return ans
Python:
def subarraySum(self, nums, k):
count, cur, res = {0: 1}, 0, 0
for v in nums:
cur += v
res += count.get(cur - k, 0)
count[cur] = count.get(cur, 0) + 1
return res
Python: wo
class Solution(object):
def subarraySum(self, nums, k):
"""
:type nums: List[int]
:type k: int
:rtype: int
"""
return res
res, sums = 0, 0
lookup = collections.Counter()
lookup[0] = 1 # important
for num in nums:
sums += num
if lookup[sums - k] > 0:
res += lookup[sums - k]
lookup[sums] += 1
return res
Python: TLE
class Solution(object):
def subarraySum(self, nums, k):
"""
:type nums: List[int]
:type k: int
:rtype: int
"""
res = 0
for i in xrange(len(nums)):
sum = 0
for j in xrange(i, len(nums)):
sum += nums[j]
if sum == k:
res += 1
return res
C++:
class Solution {
public:
int subarraySum(vector<int>& nums, int k) {
int res = 0, n = nums.size();
for (int i = 0; i < n; ++i) {
int sum = nums[i];
if (sum == k) ++res;
for (int j = i + 1; j < n; ++j) {
sum += nums[j];
if (sum == k) ++res;
}
}
return res;
}
};
C++:
class Solution {
public:
int subarraySum(vector<int>& nums, int k) {
int res = 0, sum = 0, n = nums.size();
unordered_map<int, int> m{{0, 1}};
for (int i = 0; i < n; ++i) {
sum += nums[i];
res += m[sum - k];
++m[sum];
}
return res;
}
};
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