用于webapp的PHP背包式梦幻运动功能

Question

我正在为一个梦幻足球网络应用程序构建一个“阵容优化器”，我被困在一个特定的部分上。

我正在尝试根据我的 sql 表中的“estimated_points”列提取“最佳预计阵容”，但我需要将阵容保持在一定的工资上限下，即 100 美元。

我需要填写15个位置，如下(位置ID后跟位置标签，每个位置的玩家数):

1 (goalkeepers): 2
2 (defenders): 5
3 (midfielders): 5
4 (forwards): 3

11 名球员将进入首发阵容，而另外 4 名球员将坐在替补席上。

我在尝试填补每个位置时遇到困难，同时又要将整个团队的值(value)保持在 100 美元的最高价格以下。很明显，每个玩家都有自己的价格。

这是我现在的 sql 查询:

SELECT
id AS player_id,
first_name,
last_name,
position,
estimated_points_this,
price
FROM
players
ORDER BY estimated_points_this DESC, price ASC

所以现在我正在遍历所有结果，跟踪我拥有的每个位置有多少球员，以及我的球队总值(value)。如果我在该位置的玩家数量达到最大值，或者当前团队总值(value)将超过 100 美元的最大团队值(value)，那么我将跳过并移动到下一个玩家并对他们进行相同的检查。

我遇到的问题是，一个位置会被昂贵的球员填满——比如如果我最终用花费 6.4 美元的球员填满所有 5 个后卫位置，那么我还有 68 美元可以雇用另外 10 名球员，依此类推，所以我最终总是只有 12-13 名球员，因为在某个时候，每个球员都会将球队值(value)置于我的最高工资上限之上。

游戏中没有低于 3.9 美元的玩家，所以如果我的阵列中有 12 名玩家并且我的团队总值(value)为 97.8 美元左右，就不可能再有玩家了，因为那里预算中只剩下 2.2 美元。

我听说过一些关于背包问题的信息，但我不知道如何在我的案例中用 PHP 实现它，或者这是否是正确的方法。我需要想办法在低价球员和高价球员之间取得良好的平衡，以在不超过工资帽的情况下填满整个 15 人阵容。

我是否需要在每个查询中按位置一次选择一名球员，并在循环中对每个球员进行一些检查，而不是将所有球员拉入一个查询？任何想法或见解将不胜感激。

Answer 1

我有一个类似的问题，我试图这样解决它:它不是背包，但它可以工作!

背包.php:

$lineup = new LineUp();
$lineup->setSystem($system);
$lineup->budget = $budget;

$gks  = getMinPlayer(POS_GK, $lineup->gk, $where, 1);
$defs = getMinPlayer(POS_DEF, $lineup->def, $where, 1);
$mfs  = getMinPlayer(POS_MF, $lineup->mf, $where, 2);
$fors = getMinPlayer(POS_FOR, $lineup->for, $where, 1);

// ALL
$players = new Players();
$players->addPlayers($gks);
$players->addPlayers($defs);
$players->addPlayers($mfs);
$players->addPlayers($fors);

$steps = 0;
$bestteam = new Players();
$maxvalue = -5;
$squad = new LineUp();

$value = knapSack($players, $squad, 0, '');
echo '<h2>KnapSack ('.$steps.'): ' . $value . '</h2>';

echo "<h3>".$bestteam->costs()." Mio. &euro; - ".$bestteam->points()." P</h3>";
echo $bestteam->getInfo('Best');

api_knapsack.php:

define("POS_GK", 1);
define("POS_DEF", 2);
define("POS_MF", 3);
define("POS_FOR", 4);

// Aufstellung: Z.B.: 1-3-5-2
define("SYS_352", 0);
define("SYS_451", SYS_352 + 1);
define("SYS_442", SYS_451 + 1);
define("SYS_433", SYS_442 + 1);
define("SYS_343", SYS_433 + 1);

class Players {

    public $player = array();

    function addPlayers($players) {
        $this->player = array_merge( $this->player, $players->player);
    }

    function setPlayers($players) {
        $this->player = array();
        $this->addPlayers($players);
    }

    function costs() {
        $euro = 0;
        $count = count($this->player);
        for ($i=0; $i < $count; $i++) {
            if($this->player[$i]->lineup == 1) {
                $euro += $this->player[$i]->euro;
            }
        }
        return $euro;
    }

    function points() {
        $points = 0;
        $count = count($this->player);
        for ($i=0; $i < $count; $i++) {
            if($this->player[$i]->lineup == 1) {
                $points += $this->player[$i]->points;
            }
        }
        return $points;
    }

    function addToTeam($no) {
        $this->player[$no]->lineup = 1;
    }


    function getPlayer($caption) {
        $count = count($this->player);
        $result = "<h2>$caption ($count):</h2>";
        $result .= '<table class=\"striped\"><tr><th>Name</th><th>Pt.</th><th>Euro</th><th>Pos.</th><th>Club</th><th>LineUp</th></tr>';
        for ($i=0; $i < $count; $i++) {
            $result .= "<tr>".$this->player[$i]->getInfoRow()."</tr>";
        }
        $result .= "</table>";
        return $result;
    }

    function getInfo($caption) {
        $count = count($this->player);
        $inc = 0;
        $playerstext = "";
        for ($i=0; $i < $count; $i++) {
            if($this->player[$i]->lineup == 1) {
                $inc++;
                $playerstext .= "<tr>" . $this->player[$i]->getInfoRow() . "</tr>";
            }
        }
        $result = "<h2>$caption ($inc):</h2>";
        $result .= '<table class="striped"><tr><th>Name</th><th>Pt.</th><th>Euro</th><th>Pos.</th><th>Club</th><th>LineUp</th></tr>';
        $result .= $playerstext;
        $result .= "</table>";
        return $result;
    }

    function getInfoCount($lineup, $pos) {
        $result = "<h3>";
        switch ($pos) {
            case POS_GK:
                $result .= "Goalkeeper ($lineup->gk): ";
                break;
            case POS_DEF:
                $result .= "Defense ($lineup->def): ";
                break;
            case POS_MF:
                $result .= "Midfield ($lineup->mf): ";
                break;
            case POS_FOR:
                $result .= "Forward ($lineup->for): ";
                break;
        }

        return $result . count($this->player) . '</h3>';
    }
}

class Player {
    public $name;       // Name
    public $points;     // Expected Points
    public $euro;       // Cost
    public $position;   // Position
    public $club;
    public $lineup;     // Is Player positioned in team? 0/1

    function __construct($name) {
        $this->name = $name;
        $this->points = 0;
        $this->euro = 0;
        $this->position = 0;
        $this->club = 0;
        $this->lineup = 0;
    }

    function getInfoRow() {
        return "<td>$this->name</td>" .
            "<td>$this->points</td>" .
            "<td>$this->euro</td>" .
            "<td>$this->position</td>" .
            "<td>$this->club</td>" .
            "<td>$this->lineup</td>";
    }
}

class LineUp {
    public $gk;     // Goalkeeper
    public $def;    // Defense
    public $mf;     // Midfield
    public $for;    // Forward
    public $budget;

    function __construct() {
        $this->reset();
    }

    function setSystem($system)
    {
        $this->gk = 1;
        $this->def = 3;
        $this->mf = 5;
        $this->for = 2;
        switch ($system) {
            case SYS_451:
                $this->def = 4;
                $this->mf = 5;
                $this->for = 1;
                break;
            case SYS_442:
                $this->def = 4;
                $this->mf = 4;
                $this->for = 2;
                break;
            case SYS_433:
                $this->def = 4;
                $this->mf = 3;
                $this->for = 3;
                break;
            case SYS_343:
                $this->def = 3;
                $this->mf = 4;
                $this->for = 3;
                break;
        }
    }

    function reset() {
        $this->gk = 0;
        $this->def = 0;
        $this->mf = 0;
        $this->for = 0;
        $this->budget = 0;
    }

    function addPlayer($player) {
        $this->budget = $this->budget + $player->euro;
        switch ($player->position) {
            case POS_GK:
                $this->gk++;
                break;
            case POS_DEF:
                $this->def++;
                break;
            case POS_MF:
                $this->mf++;
                break;
            case POS_FOR:
                $this->for++;
                break;
        }
    }

    function full($lineup) {
        return
            ($this->gk  == $lineup->gk) and
            ($this->def == $lineup->def) and
            ($this->mf  == $lineup->mf) and
            ($this->for == $lineup->for);
    }

    function fuller($lineup) {
        return
            ($this->gk  > $lineup->gk) or
            ($this->def > $lineup->def) or
            ($this->mf  > $lineup->mf) or
            ($this->for > $lineup->for);
    }

    function costly($lineup) {
        return (($this->budget) > ($lineup->budget));
        //var_dump($this);
        //var_dump($lineup);
        //return true;
    }
}

function getMinPlayer($pos, $count, $where, $add) {

    $players = new Players();

    $whereClause = "PositionID = $pos " . $where;

    $sql  = "Select B.* from (Select * from View_Kicker where $whereClause";
    $sql .= " order by Punkte desc limit 0, " . ($count + $add);
    $sql .= ") B order by B.Euro desc";
    $erg = mysql_query($sql);
    while ($adr = mysql_fetch_array($erg)) {
        $player = new Player($adr['Name']);
        $player->points = $adr['Punkte'];
        $player->euro = $adr['Euro'];
        $player->position = $pos;
        $players->player[] = $player;
    }
    return $players;
}

function getPlayer($pos, $count, $where) {

    $players = new Players();

    $whereClause = "PositionID = $pos " . $where;

    $sql  = "Select * from View_Kicker where $whereClause";
    $sql .= " and PunkteVJ > 0";
    $sql .= " order by Euro";
    $erg = mysql_query($sql);
    while ($adr = mysql_fetch_array($erg)) {

        $euro = $adr['Euro'];
        $points = $adr['PunkteVJ'];

        $sql2 = mysql_query("Select count(*) as Anz from View_Kicker where $whereClause  and Euro < $euro and PunkteVJ > $points");
        $erg2 = mysql_fetch_object($sql2);
        $no = $erg2->Anz;

        if ($no < $count) {
            $player = new Player($adr['Name']);
            $player->points = $adr['PunkteVJ'];
            $player->euro = $adr['Euro'] * 10;
            $player->position = $pos;
            $players->player[] = $player;
        }
    }
    return $players;
}

/**
 * @param $players      - all players to handle
 * @param $squad        - actual lineup ( how many players are in team)
 * @param $count        - whicht player to handle
 * @param $deep         - only for output
 * @return int|mixed
 */
function knapSack($players, $squad, $count, $deep) {
    global $lineup; // global lineup like 3-5-2 and 42.5mio budget
    global $steps;  // only for output: method requests
    global $bestteam;
    global $maxvalue;
    $steps++;

    //echo '<br>No.: ' . $steps . ' ('.$deep.')';

    // Last Child in Tree
    if ($count > count($players->player) - 1) {
        //echo ' -3';
        return -3;
    }
    // actual Team to expensive
    if ($squad->costly($lineup)) {
        //echo ' -2';
        return -2;
    }
    // Team to full
    if ($squad->fuller($lineup)) {
        //echo ' -1';
        return -1;
    }
    // PERFECT TEAM
    if ($squad->full($lineup)) {
        $points = $players->points();
        if ($points > $maxvalue) {
            $maxvalue = $points;
            $bestteam->setPlayers($players);
        }
        return $points;
    }
    // To many players from a club
    //TODO

    $player = $players->player[$count];
   // echo '- handle '.$player->name.' ('.$count.')<br>';

    $newplayers = unserialize(serialize($players));
    $newsquad   = unserialize(serialize($squad));

    $newplayers->addToTeam($count);
    $newsquad->addPlayer($player);

    return max(
        knapSack($players, $squad, $count + 1, $deep . '0'),  // Add Player NOT to team
        knapSack($newplayers, $newsquad, $count + 1, $deep . '1') // Add Player to team
    );
}

现在它可以工作了，但是它不能处理浏览器中的大数据[播放器]。如果你愿意，我们可以一起改进算法。