title: Find Maximum Dot Product Two Arrays Insertion 0S
signature: def find_maximum_dot_product_two_arrays_insertion_0s(a, b, m, n):
source_py: def find_maximum_dot_product_two_arrays_insertion_0s(A, B, m, n):
      dp = [[0 for i in range((m + 1))] for j in range((n + 1))]
      for i in range(1, (n + 1), 1):
          for j in range(i, (m + 1), 1):
              dp[i][j] = max((dp[(i - 1)][(j - 1)] + (A[(j - 1)] * B[(i - 1)])), dp[i][(j - 1)])
      return dp[n][m]
source_cpp: long long int find_maximum_dot_product_two_arrays_insertion_0s(vector<int> A, vector<int> B, int m, int n) {
    long long int dp [ n + 1 ] [ m + 1 ];
    memset ( dp, 0, sizeof ( dp ) );
    for ( int i = 1;
    i <= n;
    i ++ ) for ( int j = i;
    j <= m;
    j ++ ) dp [ i ] [ j ] = max ( ( dp [ i - 1 ] [ j - 1 ] + ( A [ j - 1 ] * B [ i - 1 ] ) ), dp [ i ] [ j - 1 ] );
    return dp [ n ] [ m ];
  }
question_info.test_code: import array
  import bisect
  import collections
  import datetime
  import functools
  import heapq
  import itertools
  import math
  import queue
  import re
  import string
  import sys
  from typing import Any, Dict, List, Optional, Set
  
  
  # SOLUTION CODE
  # ============================================
  PLACEHOLDER_CODE_BODY
  
  # TESTING CODE 
  # ============================================
  def validate_solution(actual, expected):
      return actual == expected
  
  def driver(a, b, m, n, expected):
      try:
          if validate_solution(PLACEHOLDER_FN_NAME(
              a, b, m, n),
              expected
          ):
              return "PASSED"
          return "FAILED"
      except Exception as exception_obj:
          return type(exception_obj).__name__
      
  if __name__ == "__main__":
      result = driver([7, 9, 22, 68], [14, 22, 54, 58], 3, 2, 610)
      print(f"TEST-0...{result}")
  
      result = driver([24, 40, 98, 58, -24, 24, 76, 48, -92, -16, -46, -48, -70, 88, 66, 2, 44, 36, 34, 34, 46, 90, -80, -24, -58, 68, 72, -20, -62, -40], [30, -88, 6, -26, -76, 14, -80, -30, -58, 76, 40, -28, -54, 38, -60, -60, 88, -80, -22, 90, 50, -48, 68, -26, 26, -2, 68, -16, 88, -72], 22, 22, 7952)
      print(f"TEST-1...{result}")
  
      result = driver([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], 22, 19, 0)
      print(f"TEST-2...{result}")
  
      result = driver([32, 15, 41, 41, 4, 42, 22, 33, 33, 11, 68, 5, 41, 80, 39, 15, 36, 75, 41, 11, 25, 40, 50, 19, 39, 12, 75, 28, 52, 20, 63, 5, 27, 53, 19, 62, 98, 72, 10, 90, 74, 93, 52, 81, 91, 65, 90, 93], [80, 18, 9, 29, 62, 89, 4, 40, 47, 15, 35, 82, 22, 97, 63, 54, 7, 58, 64, 73, 54, 79, 21, 21, 20, 19, 56, 42, 6, 97, 7, 34, 55, 35, 57, 86, 73, 88, 20, 29, 48, 52, 8, 77, 2, 12, 6, 47], 30, 25, 50904)
      print(f"TEST-3...{result}")
  
      result = driver([-94, -76, -68, -50, -28, -20, 18, 24, 30, 54, 74, 84, 98], [-88, -80, -78, -68, -44, -38, 42, 50, 62, 68, 70, 80, 92], 11, 8, 31016)
      print(f"TEST-4...{result}")
  
      result = driver([1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0], [1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1], 21, 33, 0)
      print(f"TEST-5...{result}")
  
      result = driver([14, 27, 43, 49], [51, 59, 76, 83], 2, 2, 2307)
      print(f"TEST-6...{result}")
  
      result = driver([78, -26, -12, 38, -90], [14, 50, -6, -38, 80], 3, 2, 492)
      print(f"TEST-7...{result}")
  
      result = driver([0, 1, 1, 1], [0, 0, 0, 1], 3, 2, 0)
      print(f"TEST-8...{result}")
  
      result = driver([12, 69, 57, 7, 52, 14, 15, 83, 67, 57, 15, 86, 81, 43, 1, 64, 45, 68, 30, 23, 14, 70, 13, 51, 23, 33, 98, 68, 24, 43, 12, 82, 46], [12, 48, 57, 40, 47, 36, 22, 50, 68, 98, 77, 78, 39, 55, 87, 75, 65, 27, 33, 27, 70, 34, 67, 71, 84, 33, 7, 61, 3, 9, 67, 92, 60], 17, 32, 0)
      print(f"TEST-9...{result}")
  
      sys.exit(0)
question_info.test_case_ids: ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']
question_info.entry_fn_name: find_maximum_dot_product_two_arrays_insertion_0s
question_info.test_list: [{"idx": 0, "outputs": 610, "inputs": {"a": [7, 9, 22, 68], "b": [14, 22, 54, 58], "m": 3, "n": 2}}, {"idx": 1, "outputs": 7952, "inputs": {"a": [24, 40, 98, 58, -24, 24, 76, 48, -92, -16, -46, -48, -70, 88, 66, 2, 44, 36, 34, 34, 46, 90, -80, -24, -58, 68, 72, -20, -62, -40], "b": [30, -88, 6, -26, -76, 14, -80, -30, -58, 76, 40, -28, -54, 38, -60, -60, 88, -80, -22, 90, 50, -48, 68, -26, 26, -2, 68, -16, 88, -72], "m": 22, "n": 22}}, {"idx": 2, "outputs": 0, "inputs": {"a": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], "b": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], "m": 22, "n": 19}}, {"idx": 3, "outputs": 50904, "inputs": {"a": [32, 15, 41, 41, 4, 42, 22, 33, 33, 11, 68, 5, 41, 80, 39, 15, 36, 75, 41, 11, 25, 40, 50, 19, 39, 12, 75, 28, 52, 20, 63, 5, 27, 53, 19, 62, 98, 72, 10, 90, 74, 93, 52, 81, 91, 65, 90, 93], "b": [80, 18, 9, 29, 62, 89, 4, 40, 47, 15, 35, 82, 22, 97, 63, 54, 7, 58, 64, 73, 54, 79, 21, 21, 20, 19, 56, 42, 6, 97, 7, 34, 55, 35, 57, 86, 73, 88, 20, 29, 48, 52, 8, 77, 2, 12, 6, 47], "m": 30, "n": 25}}, {"idx": 4, "outputs": 31016, "inputs": {"a": [-94, -76, -68, -50, -28, -20, 18, 24, 30, 54, 74, 84, 98], "b": [-88, -80, -78, -68, -44, -38, 42, 50, 62, 68, 70, 80, 92], "m": 11, "n": 8}}, {"idx": 5, "outputs": 0, "inputs": {"a": [1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0], "b": [1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1], "m": 21, "n": 33}}, {"idx": 6, "outputs": 2307, "inputs": {"a": [14, 27, 43, 49], "b": [51, 59, 76, 83], "m": 2, "n": 2}}, {"idx": 7, "outputs": 492, "inputs": {"a": [78, -26, -12, 38, -90], "b": [14, 50, -6, -38, 80], "m": 3, "n": 2}}, {"idx": 8, "outputs": 0, "inputs": {"a": [0, 1, 1, 1], "b": [0, 0, 0, 1], "m": 3, "n": 2}}, {"idx": 9, "outputs": 0, "inputs": {"a": [12, 69, 57, 7, 52, 14, 15, 83, 67, 57, 15, 86, 81, 43, 1, 64, 45, 68, 30, 23, 14, 70, 13, 51, 23, 33, 98, 68, 24, 43, 12, 82, 46], "b": [12, 48, 57, 40, 47, 36, 22, 50, 68, 98, 77, 78, 39, 55, 87, 75, 65, 27, 33, 27, 70, 34, 67, 71, 84, 33, 7, 61, 3, 9, 67, 92, 60], "m": 17, "n": 32}}]
question_info.entry_cls_name: Solution