Dot Product of Two Sparse Vectors — LeetCode 1570 Python Solution
- Problem
- #1570
- Pattern
- Two Pointers
- Reading time
- 3 min
- Source
- leetcode.com
The problem
Given two sparse vectors, compute their dot product. Implement class SparseVector: SparseVector(nums) Initializes the object with the vector nums dotProduct(vec) Compute the dot product between the instance of SparseVector and vec A sparse vector is a vector that has mostly zero values, you should store the sparse vector efficiently and compute the dot product between two SparseVector.
Example
- Input
- nums1 = [1,0,0,2,3], nums2 = [0,3,0,4,0]
- Output
- 8
- Explanation
- v1 = SparseVector(nums1) , v2 = SparseVector(nums2)
Python solution
class SparseVector:
def __init__(self, nums: List[int]):
self.d = {i: v for i, v in enumerate(nums) if v}
# Return the dotProduct of two sparse vectors
def dotProduct(self, vec: "SparseVector") -> int:
a, b = self.d, vec.d
if len(b) < len(a):
a, b = b, a
return sum(v * b.get(i, 0) for i, v in a.items())
# Your SparseVector object will be instantiated and called as such:
# v1 = SparseVector(nums1)
# v2 = SparseVector(nums2)
# ans = v1.dotProduct(v2)Complexity
| Measure | Complexity |
|---|---|
| Time | O(n) |
| Space | O(n), where n is the length of the array auxiliary |
Pattern: Two Pointers
Use the order already in the input to discard half the search space at every step. LeetCode 1570. Dot Product of Two Sparse Vectors is filed here because LeetCode tags it Two Pointers, which is the vocabulary this hub collects.
The two pointers guide has the Python template for the pattern and the 201 LeetCode problems that use it.
Related problems
Frequently asked questions
- How hard is LeetCode 1570. Dot Product of Two Sparse Vectors?
- LeetCode 1570. Dot Product of Two Sparse Vectors is rated Medium on LeetCode.
- What is the time complexity of LeetCode 1570. Dot Product of Two Sparse Vectors?
- The Python solution on this page runs in O(n).
- What is the space complexity of LeetCode 1570. Dot Product of Two Sparse Vectors?
- The Python solution on this page uses O(n), where n is the length of the array auxiliary space.
- What topics does LeetCode 1570. Dot Product of Two Sparse Vectors cover?
- LeetCode 1570. Dot Product of Two Sparse Vectors is tagged Design, Array, Hash Table and Two Pointers on LeetCode.
- Is LeetCode 1570. Dot Product of Two Sparse Vectors a premium problem?
- Yes. LeetCode 1570. Dot Product of Two Sparse Vectors is a LeetCode Premium problem, so the full statement and test cases require a paid LeetCode subscription.