Restore the array¶
Time: O(NLogK); Space: O(LogK); hard
A program was supposed to print an array of integers. The program forgot to print whitespaces and the array is printed as a string of digits and all we know is that all integers in the array were in the range [1, k] and there are no leading zeros in the array.
Given the string s and the integer k. There can be multiple ways to restore the array.
Return the number of possible array that can be printed as a string s using the mentioned program.
The number of ways could be very large so return it modulo 10^9 + 7
Example 1:
Input: s = “1000”, k = 10000
Output: 1
Explanation:
The only possible array is [1000]
Example 2:
Input: s = “1000”, k = 10
Output: 0
Explanation:
There cannot be an array that was printed this way and has all integer >= 1 and <= 10.
Example 3:
Input: s = “1317”, k = 2000
Output: 8
Explanation:
Possible arrays are [1317],[131,7],[13,17],[1,317],[13,1,7],[1,31,7],[1,3,17],[1,3,1,7]
Example 4:
Input: s = “2020”, k = 30
Output: 1
Explanation:
The only possible array is [20,20]. [2020] is invalid because 2020 > 30. [2,020] is ivalid because 020 contains leading zeros.
Example 5:
Input: s = “1234567890”, k = 90
Output: 34
Constraints:
1 <= len(s) <= 10^5.
s consists of only digits and doesn’t contain leading zeros.
1 <= k <= 10^9.
Hints:
Use dynamic programming. Build an array dp where dp[i] is the number of ways you can divide the string starting from index i to the end.
Keep in mind that the answer is modulo 10^9 + 7 and take the mod for each operation.
1. Dynamic programming [O(NLogK), O(LogK)]¶
[1]:
class Solution1(object):
"""
Time: O(NLogK)
Space: O(LogK)
"""
def numberOfArrays(self, s, k):
"""
:type s: str
:type k: int
:rtype: int
"""
MOD = 10**9 + 7
klen = len(str(k))
dp = [0]*(klen+1)
dp[len(s)%len(dp)] = 1
for i in reversed(range(len(s))):
dp[i%len(dp)] = 0
if s[i] == '0':
continue
curr = 0
for j in range(i, min(i+klen, len(s))):
curr = 10*curr + int(s[j])
if curr > k:
break
dp[i%len(dp)] = (dp[i%len(dp)] + dp[(j+1)%len(dp)])%MOD
return dp[0]
[3]:
sol = Solution1()
s = "1000"
k = 10000
assert sol.numberOfArrays(s, k) == 1
s = "1000"
k = 10
assert sol.numberOfArrays(s, k) == 0
s = "1317"
k = 2000
assert sol.numberOfArrays(s, k) == 8
s = "2020"
k = 30
assert sol.numberOfArrays(s, k) == 1
s = "1234567890"
k = 90
assert sol.numberOfArrays(s, k) == 34