Given a 2D integer matrix M representing the gray scale of an image, you need to design a smoother to make the gray scale of each cell becomes the average gray scale (rounding down) of all the 8 surrounding cells and itself. If a cell has less than 8 surrounding cells, then use as many as you can.

Example 1:

Input:
[[1,1,1],
[1,0,1],
[1,1,1]]
Output:
[[0, 0, 0],
[0, 0, 0],
[0, 0, 0]]
Explanation:
For the point (0,0), (0,2), (2,0), (2,2): floor(3/4) = floor(0.75) = 0
For the point (0,1), (1,0), (1,2), (2,1): floor(5/6) = floor(0.83333333) = 0
For the point (1,1): floor(8/9) = floor(0.88888889) = 0

Note:

  1. The value in the given matrix is in the range of [0, 255].
  2. The length and width of the given matrix are in the range of [1, 150].
  3. class Solution(object):
    def imageSmoother(self, M):
    """
    :type M: List[List[int]]
    :rtype: List[List[int]]
    """
    ans=[]
    r=[]
    m=len(M)
    n=len(M[0]) if (m==0 and n==0) or (m==1 and n==1):
    return M
    elif m==1:
    for j in range(n):
    if j==0:
    r.append((M[0][j]+M[0][j+1])//2)
    elif j==n-1:
    r.append((M[0][j]+M[0][j-1])//2)
    else:
    r.append((M[0][j]+M[0][j+1]+M[0][j-1])//3)
    ans.append(r)
    return ans
    elif n==1:
    for i in range(m):
    if i==0:
    r.append((M[i][0]+M[i+1][0])//2)
    ans.append(r)
    r=[]
    elif i==m-1:
    r.append((M[i][0]+M[i-1][0])//2)
    ans.append(r)
    r=[]
    else:
    r.append((M[i][0]+M[i+1][0]+M[i-1][0])//3)
    ans.append(r)
    r=[]
    return ans
    else:
    for i in range(m):
    for j in range(n):
    if i==0:
    if j==0:
    r.append((M[i][j]+M[i+1][j]+M[i+1][j+1]+M[i][j+1])//4)
    elif j==n-1:
    r.append((M[i][j]+M[i+1][j]+M[i+1][j-1]+M[i][j-1])//4)
    else:
    r.append((M[i][j]+M[i+1][j]+M[i+1][j+1]+M[i][j+1]+M[i+1][j-1]+M[i][j-1])//6)
    elif i==m-1:
    if j==0:
    r.append((M[i][j]+M[i-1][j]+M[i-1][j+1]+M[i][j+1])//4)
    elif j==n-1:
    r.append((M[i][j]+M[i-1][j]+M[i-1][j-1]+M[i][j-1])//4)
    else:
    r.append((M[i][j]+M[i-1][j]+M[i-1][j+1]+M[i][j+1]+M[i-1][j-1]+M[i][j-1])//6)
    else:
    if j==0:
    r.append((M[i][j]+M[i][j+1]+M[i-1][j]+M[i-1][j+1]+M[i+1][j]+M[i+1][j+1])//6)
    elif j==n-1:
    r.append((M[i][j]+M[i][j-1]+M[i-1][j]+M[i+1][j]+M[i-1][j-1]+M[i+1][j-1])//6)
    else:
    r.append((M[i][j]+M[i][j-1]+M[i-1][j]+M[i+1][j]+M[i-1][j-1]+M[i+1][j-1]+M[i][j+1]+M[i-1][j+1]+M[i+1][j+1])//9)
    ans.append(r)
    r=[]
    return ans

      

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