Kth Smallest Product of Two Sorted Arrays — Python

# Time:  O((m + n) * logr), r is the range size of [min(products), max(products)]
# Space: O(1)

class Solution(object):
    def kthSmallestProduct(self, nums1, nums2, k):
        """
        :type nums1: List[int]
        :type nums2: List[int]
        :type k: int
        :rtype: int
        """
        def check(nums1, nums2, k, neg_cnt, target):
            cnt = 0
            left, right = 0, len(nums2)-1
            direction = reversed if target >= 0 else lambda x: x
            for i in direction(xrange(neg_cnt)):
                while left < len(nums2) and nums1[i]*nums2[left] > target:
                    left += 1
                cnt += (len(nums2)-1)-left+1
            direction = (lambda x: x) if target >= 0 else reversed
            for i in direction(xrange(neg_cnt, len(nums1))): 
                if nums1[i] == 0: 
                    if target >= 0:
                        cnt += len(nums2)
                    continue
                while right >= 0 and nums1[i]*nums2[right] > target:
                    right -= 1
                cnt += right-0+1
            return cnt >= k

        neg_cnt = sum(x < 0 for x in nums1)
        left = min(nums1[i]*nums2[j] for i in (0, -1) for j in (0, -1))
        right = max(nums1[i]*nums2[j] for i in (0, -1) for j in (0, -1))
        while left <= right:
            mid = left + (right-left)//2
            if check(nums1, nums2, k, neg_cnt, mid):
                right = mid-1
            else:
                left = mid+1
        return left