Efficient substitution tree algorithms

I tried to write an algorithm to solve any sudoku. However, my initial approach was wrong, because I did not understand that a well-formed sudoku should have only one solution.

Thus, the resulting algorithm is not optimized for solving sudoku and is much more general: it recursively generates every possible outcome / layout for the current sudoku layout. Thus, the algorithm can theoretically find any solution for an empty sudoku (but I / we / the human race will probably not be there to see the way out).

My first question is: for this type of search algorithm, what is the best approach - how can my algorithm be improved? The overall strategy was as follows:

  • try all possible solutions at the branch point
  • completion of the branch if the cell cannot be resolved.
  • completion of the branch if a decision is reached

The structure and approach were adapted from a time-resolved solution outlined to solve the eight queens problem in SICP ( https://mitpress.mit.edu/sicp/full-text/book/book-ZH-15.html ) and it looks like this is a backtracking algorithm (with a β€œtime” state entered into the machine), is this true in my case?

My second question is: how can I use the Ruby> = 2.x Lazy functionality to generate an enumerable when working with a recursive algorithm?

- - (sudoku).first(x) x-. /. , , , , .

key code , : https://gist.github.com/djtango/fe9322748cf8a055fc0e

def solve(sudoku)
  guess(simplify_sudoku(sudoku))
end

def guess(sudoku, row = 0, column = 0)
  return sudoku.flatten                 if end_of_grid?(row, column)
  return guess(sudoku, row + 1, 0)      if end_of_column?(column)
  return guess(sudoku, row, column + 1) if filled?(sudoku, row, column)
  return nil                            if insoluble?(sudoku, row, column)
  permissible_values(sudoku, row, column).map do |value|
    guess(update_sudoku(sudoku, value, row, column), row, column + 1)
  end
end

def simplify_sudoku(sudoku)
  return sudoku if no_easy_solutions?(sudoku)
  simplify_sudoku(fill_in(sudoku))
end

def fill_in(sudoku)
  new_sudoku = copy_sudoku(sudoku)
  new_sudoku.map.with_index do |row, row_index|
    row.map.with_index do |column, column_index|
      solution = permissible_values(new_sudoku, row_index, column_index)
      easy_and_not_filled?(solution, new_sudoku, row_index, column_index) ? [solution.first] : column
    end
  end
end

:

  permissible_values(sudoku, row, column).map do |value|
    guess(update_sudoku(sudoku, value, row, column), row, column + 1)
  end

:

solve(blank_sdk)
 => #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 4, 5, 6, 7, 8, 9]>:map> 

solve(blank_sdk).first(10)
 => [#<Enumerator::Lazy: #<Enumerator::Lazy: [2, 3, 4, 5, 6, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 3, 4, 5, 6, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 4, 5, 6, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 5, 6, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 4, 6, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 4, 5, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 4, 5, 6, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 4, 5, 6, 7, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 4, 5, 6, 7, 8]>:map>] 

solve(blank_sdk).first(1000000000000)
 => [#<Enumerator::Lazy: #<Enumerator::Lazy: [2, 3, 4, 5, 6, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 3, 4, 5, 6, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 4, 5, 6, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 5, 6, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 4, 6, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 4, 5, 7, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 4, 5, 6, 8, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 4, 5, 6, 7, 9]>:map>, #<Enumerator::Lazy: #<Enumerator::Lazy: [1, 2, 3, 4, 5, 6, 7, 8]>:map>] 
+4
1

. , . , , . , , , (2-3) , . , , .

+1

Source: https://habr.com/ru/post/1617990/


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