消除不可能的选择

时间:2016-01-17 02:04:13

标签: php combinations combinatorics

我试图以编程方式解决这个问题时遇到了一些麻烦。这不是我正在做的事情,但为了简化事情,我们说有一定数量的球和一定数量的人。每个人必须选择一个球,人可能限于他们可以选择的球类型。目标是确定人们在消除所有不可能的组合后必须选择哪些选项。

示例1:

在一个简单的例子中,说我们有两个人,一个红球和一个绿球。人1可以选择任一球,但是人2只能选择绿球。这可以说明如下:

Person 1: RG
Person 2: G

因为我们知道第2个人必须选择绿球,这意味着第1个人不能选择那个球,因此必须选择红球。所以这可以简化为:

Person 1: R
Person 2: G

所以在这种情况下,我们确切地知道每个人会选择什么。

示例2:

现在让我们添加一些复杂性。现在我们有4个人需要从2个红球,1个绿球和4个蓝球中选择。人1可以选择任何球,人2和3可以选择红色或绿色球,而人4必须选择红色球。所以我们有以下选择:

Person 1: RRGBBBB
Person 2: RRG
Person 3: RRG
Person 4: RR

由于第4人只有一种选择,我们知道该人必须选择一个红球。因此,我们可以从所有其他人中消除1个红球:

Person 1: RGBBBB
Person 2: RG
Person 3: RG
Person 4: RR

然而,这是非常棘手的地方。我们可以看到,第2和第3人必须选择一个红球和一个绿球,我们只是不知道哪一个会选择哪一个。但是,由于我们每个球只剩下1个,因此红色和绿色也可以作为选项从第1个人中删除:

Person 1: BBBB
Person 2: RG
Person 3: RG
Person 4: RR

现在,我们可以使用以下选项从每个条目中删除重复项:

Person 1: B
Person 2: RG
Person 3: RG
Person 4: R

我们知道人1和人4的选择,而人2和3可以选择红色和绿色。

要解决这个问题,我所做的就是循环人们,首先如果人们只有一个球类型,从数组中删除那个人并将其放入结果数组中(因为我知道那个人必须选择)然后从数组中的每个其他人中移除一个球类型(如果存在)。

在此之后,在我看来,规则是:

  

如果$n个人的数量都相同$n   选项(或其中一部分),可以删除这些选项   来自所有其他人,$n小于总人数。

所以我所做的就是再次遍历这些人并检查具有相同选项的其他人(或这些选项的子集),如果这等于该人的选项总数,请将其从所有其他人的选择。

到目前为止,这是解决这两种情况的方法:

// The quantity of each ball
$balls = array(
    'r' => 1,
    'g' => 1,
    'b' => 1,
    'k' => 1,
);
// The options available for each person
$options = array(
    array('r', 'g', 'b', 'k'),
    array('r', 'g'),
    array('r', 'b'),
    array('b', 'g'),
);

// Put both of these together into one array
$people = [];
foreach ($options as $option) {
    $person = [];
    foreach ($option as $ball_key) {
        $person[$ball_key] = $balls[$ball_key];
    }
    $people[] = $person;
}

print_r($people);
// This produces an array like:
// Array
// (
//     [0] => Array
//         (
//             [r] => 2
//             [g] => 1
//             [b] => 4
//         )
//
//     [1] => Array
//         (
//             [r] => 2
//             [g] => 1
//         )
//
//     [2] => Array
//         (
//             [r] => 2
//             [g] => 1
//         )
//
//     [3] => Array
//         (
//             [r] => 2
//         )
//
// )

// This will be used to hold the final result
$results = [];

do {
    // If anything changes, this needs to be set to true. Any time anything
    // changes we loop through everything again in case it caused a cascading
    // effect
    $has_change = false;

    // Step 1:
    // Find out if there are any people who have only one option and remove it
    // from the array and add it to the result and subtract one from all other
    // people with this option
    foreach ($people as $p_index => $p_options) {
        if (count($p_options) === 1) {
            $color = key($p_options);

            foreach ($people as $p_index_tmp => $p_options_tmp) {
                // It's the current person, so skip it
                if ($p_index_tmp === $p_index) {
                    continue;
                }

                if (isset($p_options_tmp[$color])) {
                    // Subtract 1 from this color from this person and if zero,
                    // remove it.
                    if (--$people[$p_index_tmp][$color] === 0) {
                        unset($people[$p_index_tmp][$color]);
                    }

                    $has_change = true;
                }
            }

            // Add to results array and remove from people array
            $results[$p_index] = array($color => 1);
            unset($people[$p_index]);
        }
    }

    // Step 2:
    // If there are $n number of people who all have the same $n number of
    // options (or a subset of them), these options can be removed
    // from all other people, where $n is less than the total number of people
    foreach ($people as $p_index => $p_options) {
        $num_options = array_sum($p_options);
        if ($num_options < count($people)) {
            // Look for other people with no different options from the ones
            // that this person has
            $people_with_same_options = [];
            foreach ($people as $p_index_tmp => $p_options_tmp) {
                foreach (array_keys($p_options_tmp) as $color) {
                    if (array_search($color, array_keys($p_options)) === false) {
                        // This color was not found in the options, so we can
                        // skip this person.
                        // (Make sure we break out of both foreach loops)
                        continue 2;
                    }
                }
                // This person has all the same options, so append to the array
                $people_with_same_options[] = $p_index_tmp;
            }

            // Remove these options from the other people if the number of
            // people with only these options is equal to the number of options
            if (count($people_with_same_options) === $num_options) {
                foreach ($people as $p_index_tmp => $p_options_tmp) {
                    if (array_search($p_index_tmp, $people_with_same_options) === false) {
                        foreach (array_keys($p_options) as $option) {
                            unset($people[$p_index_tmp][$option]);

                            $has_change = true;
                        }
                    }
                }
            }
        }
    }
}
while ($has_change === true);

// Combine any remaining people into the result and sort it
$results = $results + $people;
ksort($results);

print_r($results);

这会产生以下结果:

Array
(
    [0] => Array
        (
            [b] => 1
        )

    [1] => Array
        (
            [r] => 1
            [g] => 1
        )

    [2] => Array
        (
            [r] => 1
            [g] => 1
        )

    [3] => Array
        (
            [r] => 1
        )

)

示例3:

此示例使用上述代码。假设有1个红球,1个绿球,1个蓝球,1个黄球和4个人。人1可以选择任何球,人2可以选择红色或绿色,人3可以选择绿色或蓝色,人4可以选择红色或蓝色。

视觉上看起来像:

Person 1: RGBY
Person 2: RG
Person 3: GB
Person 4: RB

由于3种颜色红色,绿色和蓝色是2,3和4人的唯一选择,因此它们完全包含在这3个人中,因此它们都可以从人1中消除,这意味着人1必须选择黄色。如果第一个人选择黄色的东西,那么其他人就不可能选择他们的球。

将它放入我的PHP程序中,我有以下输入值:

// The quantity of each ball
$balls = array(
    'r' => 1,
    'g' => 1,
    'b' => 1,
    'y' => 1,
);
// The options available for each person
$options = array(
    array('r', 'g', 'b', 'y'),
    array('r', 'g'),
    array('r', 'b'),
    array('b', 'g'),
);

然而,我无法思考如何循环查找这样的案例,而无需迭代每个可能的人组合。有什么想法可以做到吗?

2 个答案:

答案 0 :(得分:2)

我更喜欢采用类似OOP的方法。所以我基本上从头开始。我希望你能和你好。

所以,以下看起来(不可否认)非常丑陋,除了你的三个例子之外,我还没有用它来测试它,但是在这里:

class Ball {
    private $color;
    public function __construct($color) {
        $this->color = $color;
    }
    public function getColor() {
        return $this->color;
    }
}
class Ball_resource extends Ball {
    private $num_available;

    public function __construct($color, $number) {
        parent::__construct($color);
        $this->num_available = $number;
    }
    public function take() {
        $this->num_available--;
    }

    public function isExhausted() {
        return $this->num_available <= 0;
    }
}
class Person {
    /**
     *
     * @var Ball
     */
    private $allowed_balls = array();

    public function addConstraint($color) {
        $this->allowed_balls[$color] = new Ball($color);
        return $this;
    }
    public function getConstraints() {
        return $this->allowed_balls;
    }

    public function getNumberOfConstraints() {
        return count($this->allowed_balls);
    }

    /**
     * return true if removal was successful; false otherwise
     */
    public function removeConstraint(Ball $ball) { // todo remove
        if (isset ($this->allowed_balls [$ball->getColor()])) {
            unset ($this->allowed_balls [$ball->getColor()]);
            return true;
        }
        else {
            // this means our puzzle isn't solvable
            return false;
        }
    }
}
class Simplifier {
    /**
     *
     * @var Person
     */
    private $persons = array ();
    /**
     *
     * @var Ball_resource
     */
    private $availableBalls = array ();

    public function addPerson(Person $person) {
        $this->persons[] = $person;
        return $this;
    }
    public function addBallRessource(Ball_resource $ball_resource) {
        $this->availableBalls[] = $ball_resource;
        return $this;
    }


    public function getChoices() {      
        $queue = $this->persons; // shallow copy

        while (count($queue) > 0) {
            // find most constrained person(s)
            $numberOfConstraints = 1; // each person must have at least one constraint
            while (true) {
                $resolve_queue = array();
                foreach($queue as $person) {
                    if ($person->getNumberOfConstraints() === $numberOfConstraints) {
                        $resolve_queue[] = $person;
                    }
                }
                // find mutually dependent constraint groups connected with a person
                $first_run = true;
                foreach ($resolve_queue as $startPerson) {
                    // check if we havent already been removed via dependencies
                    if ($first_run || !self::contains($queue, $startPerson)) {
                        $dependent_persons = $this->findMutuallyDependentPersons($startPerson, $resolve_queue);
                        // make a set out of their combined constraints
                        $combinedConstraints = $this->getConstraintsSet($dependent_persons);
                        $this->adjustResources($dependent_persons);
                        $this->removeFromQueue($dependent_persons, $queue);
                        // substract each ball of this set from all less constrained persons
                        $this->substractConstraintsFromLessConstrainedPersons($queue, $combinedConstraints, $numberOfConstraints);
                        $first_run = false;
                        continue 3;
                    }
                }
                $numberOfConstraints++;
            }

        }
        return $this->persons; // has been altered implicitly   
    }

    private static function contains(array $haystack, Person $needle) {
        foreach ($haystack as $person) {
            if ($person === $needle) return true;
        }
        return false;
    }

    private function findMutuallyDependentPersons(Person $startPerson, array $persons) {
        // add recursion
        $output = array();
        //$output[] = $startPerson;
        foreach($persons as $person) {
            foreach ( $person->getConstraints () as $constraint ) {
                foreach ( $startPerson->getConstraints () as $targetConstraint ) {
                    if ($constraint->getColor () === $targetConstraint->getColor ()) {
                        $output [] = $person;
                        continue 3;
                    }
                }
            }   
        }
        return $output;
    }

    private function getConstraintsSet(array $persons) {
        $output = array();
        foreach ($persons as $person) {
            foreach ($person->getConstraints() as $constraint) {
                foreach($output as $savedConstraint) {
                    if ($savedConstraint->getColor() === $constraint->getColor()) continue 2;                   
                }
                $output[] = $constraint;
            }
        }
        return $output;
    }

    private function substractConstraintsFromLessConstrainedPersons(array $persons, array $constraints, $constraintThreshold) {
        foreach ($persons as $person) {
            if ($person->getNumberOfConstraints() > $constraintThreshold) {
                foreach($constraints as $constraint) {
                    foreach($this->availableBalls as $availableBall) {
                        if ($availableBall->isExhausted()) {
                            $person->removeConstraint($constraint);
                        }
                    }                   
                }
            }
        }
    }

    private function adjustResources(array $persons) {
        foreach($persons as $person) {
            foreach($person->getConstraints() as $constraint) {
                foreach($this->availableBalls as &$availableBall) {
                    if ($availableBall->getColor() === $constraint->getColor()) {
                        $availableBall->take();
                    }
                }
            }
        }
    }

    private function removeFromQueue(array $persons, array &$queue) {       
        foreach ($persons as $person) {
            foreach ($queue as $key => &$availablePerson) {
                if ($availablePerson === $person) {
                    unset($queue[$key]);
                }
            }
        }
    }
}

整个事情就这样称呼:

// Example 2
{
    $person1 = new Person();
    $person1->addConstraint("R")->addConstraint("R")->addConstraint("G")->addConstraint("B")->addConstraint("B")->addConstraint("B")->addConstraint("B");
    $person2 = new Person();
    $person2->addConstraint("R")->addConstraint("R")->addConstraint("G");
    $person3 = new Person();
    $person3->addConstraint("R")->addConstraint("R")->addConstraint("G");
    $person4 = new Person();
    $person4->addConstraint("R")->addConstraint("R");

    $redBalls = new Ball_resource("R", 2);
    $greenBalls = new Ball_resource("G", 1);
    $blueBalls = new Ball_resource("B", 4);

    $simplifier = new Simplifier();
    $simplifier->addPerson($person1)->addPerson($person2)->addPerson($person3)->addPerson($person4);
    $simplifier->addBallRessource($redBalls)->addBallRessource($greenBalls)->addBallRessource($blueBalls);
    $output = $simplifier->getChoices();

    print_r($output);
}

同样对于例3:

// Example 3
{
    $person1 = new Person();
    $person1->addConstraint("R")->addConstraint("G")->addConstraint("B")->addConstraint("Y");
    $person2 = new Person();
    $person2->addConstraint("R")->addConstraint("G");
    $person3 = new Person();
    $person3->addConstraint("G")->addConstraint("B");
    $person4 = new Person();
    $person4->addConstraint("R")->addConstraint("B");

    $redBalls = new Ball_resource("R", 1);
    $greenBalls = new Ball_resource("G", 1);
    $blueBalls = new Ball_resource("B", 1);
    $yellowBalls = new Ball_resource("Y", 1);   

    $simplifier = new Simplifier();
    $simplifier->addPerson($person1)->addPerson($person2)->addPerson($person3)->addPerson($person4);
    $simplifier->addBallRessource($redBalls)->addBallRessource($greenBalls)->addBallRessource($blueBalls)->addBallRessource($yellowBalls);
    $output = $simplifier->getChoices();

    print_r($output);
}

为简洁起见,我省略了原始输出。但是对于第二个例子,它基本上等于你在问题中的最后一个列表,而对于例3,它产生了相当于:

Person 1: Y
Person 2: RG
Person 3: GB
Person 4: RB

答案 1 :(得分:1)

我最终决定做的是蛮力,但我调整它以便它不必经历每一个组合,因此在大多数情况下应该< em>远迭代次数少于每种可能的组合。

组合的总数等于exp(2,count(balls))(即2 ^ {球的类型}),所以如果我们有20种类型的球,那就是1048576个不同的球组合,如果我们需要检查每个人都要检查一下。不仅是迭代次数过多,我实际上在此之前只用了16种球颜色而耗尽了内存。

要使每一种组合成为可能,您可以使用此功能(Source):

function getAllCombinations($balls) {
    // initialize by adding the empty set
    $results = array(array( ));

    foreach ($balls as $color => $number) {
        foreach ($results as $combination) {
            $results[] = array_merge(array($color), $combination);
        }
    }

    return $results;
}

但是,如果我们回到原来的规则:

  

如果有多个人都拥有相同数量的$ n个选项(或其中一部分),则可以从所有其他人中删除这些选项,其中$ n小于总人数

我们可以看到,如果我们已经超过$n个选项,我们可以跳过任何未来的迭代。请注意,当我们在此功能中有多个相同颜色的球被计为多个球时。

一旦我们获得了不同的可能子集,我们就会遍历这些人,看看我们是否有$n个不同的人使用该子集并从所有其他人中删除这些值。这就是我最终想出来的:

/**
 * This just gets a sum of the number of balls a person can choose
 * from
 */
function getNumberOfOptions($person, $balls) {
    $n = 0;
    foreach ($person as $allowed_ball) {
        $n += $balls[$allowed_ball];
    }
    return $n;
}

/**
 * This function finds all the subsets of the balls array that we can look for
 * in the people array later to remove options from them
 */
function getBallSubsets($balls, $max_n) {
    // initialize by adding the empty set
    $results = array(array( ));

    // Remove all balls that have more options than max_n
    foreach ($balls as $color => $number) {
        if ($number > $max_n) {
            unset($balls[$color]);
        }
    }

//    $n = 0;
    foreach ($balls as $color => $number) {
        foreach ($results as $combination) {
//            $n++;
            $set = array_merge(array($color), $combination);
            if (getNumberOfOptions($set, $balls) <= $max_n) {
                $results[] = $set;
            }
        }
    }

//    echo $n; exit;  
    return $results;
}

function removeFromOthers($colors, $people, $skip_indexes) {
    foreach ($people as $p_index => $person) {
        if (array_search($p_index, $skip_indexes) === false) {
            foreach ($colors as $color) {
                $index = array_search($color, $person);
                if ($index !== false) {
                    unset($people[$p_index][$index]);
                }
            }
        }
    }
    return $people;
}

function getOptions($people, $balls) {
    $ball_subsets = getBallSubsets($balls, count($people) -1);

    foreach ($ball_subsets as $sub) {
        $num_colors = count($sub);
        $num_people = getNumberOfOptions($sub, $balls);

        // Loop through people and if we find $n people with only the elements
        // from this subset, we can remove these elements from all other people
        $found = [];
        $found_colors = [];
        foreach ($people as $p_index => $person_arr) {
            foreach ($person_arr as $color) {
                // Contains another color, so skip this one
                if (array_search($color, $sub) === false) {
                    continue 2;
                }
            }
            $found[] = $p_index;
            foreach ($person_arr as $color) {
                if (array_search($color, $found_colors) === false) {
                    $found_colors[] = $color;
                }
            }
        }
        if (count($found) === $num_people && count($found_colors) == $num_colors) {
            $people = removeFromOthers($sub, $people, $found);
        }
        else {
            unset($found);
        }
    }
    return $people;
}

// The quantity of each ball
$balls = array(
    'r' => 3,
    'g' => 2,
    'b' => 1,
    'k' => 16,
);
// The options available for each person
$people = array(
    array('r', 'g', 'b', 'k'),
    array('r', 'g'),
    array('r', 'b'),
    array('b', 'g'),
);

print_r($people);
$options = getOptions($people, $balls);
print_r($options);

这似乎适用于我尝试的任何值。在上面的例子中,我们有4种不同的球颜色(2 ^ 4 =总共16种组合),但是我们只需要在getBallSubsets()函数中进行6次迭代,所以这比粗暴强制每一种可能更有效。组合