Sliding Window¶
Table of Contents¶
- 209. Minimum Size Subarray Sum (Medium)
- 3. Longest Substring Without Repeating Characters (Medium)
- 30. Substring with Concatenation of All Words (Hard)
- 76. Minimum Window Substring (Hard)
209. Minimum Size Subarray Sum¶
import bisect
from typing import List
# Prefix Sum
def minSubArrayLenPS(target: int, nums: List[int]) -> int:
n = len(nums)
prefix_sums = [0] * (n + 1)
for i in range(1, n + 1):
prefix_sums[i] = prefix_sums[i - 1] + nums[i - 1]
minLen = float("inf")
for i in range(n + 1):
new_target = target + prefix_sums[i]
bound = bisect.bisect_left(prefix_sums, new_target)
if bound != len(prefix_sums):
minLen = min(minLen, bound - i)
return 0 if minLen == float("inf") else minLen
# Sliding Window Variable Size
def minSubArrayLenSW(target: int, nums: List[int]) -> int:
res, cur = float("inf"), 0
left = 0
for right in range(len(nums)):
cur += nums[right]
while cur >= target:
res = min(res, right - left + 1)
cur -= nums[left]
left += 1
return res if res != float("inf") else 0
target = 7
nums = [2, 3, 1, 2, 4, 3]
print(minSubArrayLenPS(target, nums)) # 2
print(minSubArrayLenSW(target, nums)) # 2
3. Longest Substring Without Repeating Characters¶
class Solution:
def lengthOfLongestSubstring(self, s: str) -> int:
"""Sliding Window: O(n) time, O(min(n, charset)) space.
Jump the left edge past each repeated character's previous index.
"""
left = 0
res = 0
seen = {}
for right, ch in enumerate(s):
if ch in seen and seen[ch] >= left:
left = seen[ch] + 1
seen[ch] = right
res = max(res, right - left + 1)
return res
def lengthOfLongestSubstringSet(self, s: str) -> int:
"""Sliding Window Set: O(n) time, O(min(n, charset)) space.
Shrink until the current character is unique in the window.
"""
left = 0
res = 0
window = set()
for right, ch in enumerate(s):
while ch in window:
window.remove(s[left])
left += 1
window.add(ch)
res = max(res, right - left + 1)
return res
def test_length_of_longest_substring():
s = Solution()
cases = [
("abcabcbb", 3),
("bbbbb", 1),
("pwwkew", 3),
("", 0),
(" ", 1),
("abba", 2),
("dvdf", 3),
]
for text, expected in cases:
assert s.lengthOfLongestSubstring(text) == expected
assert s.lengthOfLongestSubstringSet(text) == expected
#include <iostream>
#include <string>
#include <unordered_set>
using namespace std;
int lengthOfLongestSubstring(string s) {
int n = s.length();
int res = 0;
int left = 0;
unordered_set<char> window;
for (int right = 0; right < n; right++) {
char ch = s[right];
while (window.find(ch) != window.end()) {
window.erase(s[left]);
left++;
}
window.insert(ch);
res = max(res, right - left + 1);
}
return (int)res;
}
int main() {
string s = "abcabcbb";
cout << lengthOfLongestSubstring(s) << endl; // 3
s = "bbbbb";
cout << lengthOfLongestSubstring(s) << endl; // 1
s = "pwwkew";
cout << lengthOfLongestSubstring(s) << endl; // 3
return 0;
}
30. Substring with Concatenation of All Words¶
76. Minimum Window Substring¶
from collections import Counter
def minWindow(s: str, t: str) -> str:
if not t or not s:
return ""
counts = Counter(t)
required = len(counts)
left, right = 0, 0
formed = 0
window_counts = dict()
result = float("inf"), None, None
while right < len(s):
char = s[right]
window_counts[char] = window_counts.get(char, 0) + 1
if char in counts and window_counts[char] == counts[char]:
formed += 1
while left <= right and formed == required:
char = s[left]
if right - left + 1 < result[0]:
result = (right - left + 1, left, right)
window_counts[char] -= 1
if char in counts and window_counts[char] < counts[char]:
formed -= 1
left += 1
right += 1
return "" if result[0] == float("inf") else s[result[1] : result[2] + 1]
s = "ADOBECODEBANC"
t = "ABC"
print(minWindow(s, t)) # BANC