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WordPress柔性供应链软件实现多仓库智能调拨的详细教程

本文详细介绍了在WordPress平台上构建柔性供应链软件,实现多仓库智能调拨的完整方案。系统通过设计合理的数据库结构与仓库管理、库存监控等核心模块,重点开发了智能调拨引擎。该引擎基于多因素算法自动生成调拨决策,并与订单路由等功能协同,旨在优化库存分配、提升订单履行效率并降低成本。教程还涵盖了系统在WordPress中的集成方法、管理界面开发以及机器学习预测等扩展方向,为企业实现高效、自动化的多仓库库存管理提供了实用指南。

WordPress柔性供应链软件实现多仓库智能调拨的详细教程

引言:为什么需要多仓库智能调拨系统

在当今电商竞争激烈的环境中,高效的库存管理是企业成功的关键因素之一。对于拥有多个仓库的企业来说,如何实现库存的智能分配和调拨,直接影响到订单履行效率、运输成本和客户满意度。传统的库存管理方式往往依赖人工判断,容易出现库存分配不均、调拨不及时等问题。

WordPress作为全球最流行的内容管理系统,通过灵活的插件和自定义开发,可以构建强大的供应链管理解决方案。本文将详细介绍如何在WordPress平台上实现一个柔性供应链软件,重点讲解多仓库智能调拨功能的开发与实现。

系统架构设计

数据库结构设计

首先,我们需要设计合理的数据库结构来支持多仓库库存管理。以下是核心数据表的SQL创建语句:

-- 仓库信息表
CREATE TABLE wp_warehouses (
    warehouse_id INT AUTO_INCREMENT PRIMARY KEY,
    warehouse_name VARCHAR(100) NOT NULL,
    location VARCHAR(255),
    capacity INT,
    current_inventory INT DEFAULT 0,
    contact_person VARCHAR(100),
    contact_phone VARCHAR(20),
    is_active BOOLEAN DEFAULT TRUE,
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);

-- 商品库存表(记录每个仓库中每个商品的库存)
CREATE TABLE wp_product_inventory (
    inventory_id INT AUTO_INCREMENT PRIMARY KEY,
    product_id INT NOT NULL,
    warehouse_id INT NOT NULL,
    quantity INT DEFAULT 0,
    safety_stock INT DEFAULT 10, -- 安全库存
    reorder_point INT DEFAULT 20, -- 再订货点
    last_updated TIMESTAMP DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,
    FOREIGN KEY (warehouse_id) REFERENCES wp_warehouses(warehouse_id)
);

-- 调拨记录表
CREATE TABLE wp_inventory_transfers (
    transfer_id INT AUTO_INCREMENT PRIMARY KEY,
    product_id INT NOT NULL,
    from_warehouse_id INT NOT NULL,
    to_warehouse_id INT NOT NULL,
    quantity INT NOT NULL,
    transfer_reason VARCHAR(255),
    status ENUM('pending', 'in_transit', 'completed', 'cancelled') DEFAULT 'pending',
    requested_by INT, -- 请求用户ID
    approved_by INT, -- 批准用户ID
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
    completed_at TIMESTAMP NULL,
    FOREIGN KEY (from_warehouse_id) REFERENCES wp_warehouses(warehouse_id),
    FOREIGN KEY (to_warehouse_id) REFERENCES wp_warehouses(warehouse_id)
);

系统模块划分

  1. 仓库管理模块:管理仓库基本信息
  2. 库存管理模块:实时监控各仓库库存水平
  3. 智能调拨引擎:核心算法模块,自动决定调拨策略
  4. 订单路由模块:根据库存情况自动分配订单到最优仓库
  5. 报表分析模块:提供库存和调拨数据分析

核心功能实现

智能调拨算法实现

智能调拨是系统的核心功能,它需要综合考虑多个因素来决定是否需要调拨以及如何调拨。以下是PHP实现的核心算法:

<?php
/**
 * 智能调拨决策引擎
 * 
 * @param int $product_id 商品ID
 * @param int $required_quantity 需求数量
 * @param int $destination_warehouse_id 目标仓库ID(订单所在仓库)
 * @return array 调拨决策结果
 */
function intelligent_transfer_decision($product_id, $required_quantity, $destination_warehouse_id) {
    global $wpdb;
    
    $decision = [
        'need_transfer' => false,
        'transfer_from' => null,
        'transfer_quantity' => 0,
        'reason' => ''
    ];
    
    // 1. 检查目标仓库库存是否充足
    $destination_stock = get_warehouse_stock($product_id, $destination_warehouse_id);
    
    if ($destination_stock >= $required_quantity) {
        $decision['reason'] = '目标仓库库存充足,无需调拨';
        return $decision;
    }
    
    // 2. 获取所有仓库的库存情况
    $warehouses_stock = $wpdb->get_results($wpdb->prepare(
        "SELECT w.warehouse_id, w.warehouse_name, w.location, 
                pi.quantity, pi.safety_stock, pi.reorder_point
         FROM wp_warehouses w
         JOIN wp_product_inventory pi ON w.warehouse_id = pi.warehouse_id
         WHERE pi.product_id = %d AND w.is_active = 1
         ORDER BY w.location ASC",
        $product_id
    ), ARRAY_A);
    
    // 3. 寻找最优调拨源仓库
    $best_source = null;
    $max_score = 0;
    
    foreach ($warehouses_stock as $warehouse) {
        // 跳过目标仓库
        if ($warehouse['warehouse_id'] == $destination_warehouse_id) {
            continue;
        }
        
        // 计算该仓库作为调拨源的得分
        $score = calculate_warehouse_score(
            $warehouse, 
            $destination_warehouse_id, 
            $required_quantity
        );
        
        if ($score > $max_score && $warehouse['quantity'] > $warehouse['safety_stock']) {
            $max_score = $score;
            $best_source = $warehouse;
        }
    }
    
    // 4. 做出调拨决策
    if ($best_source) {
        // 计算可调拨数量(不能低于安全库存)
        $available_quantity = $best_source['quantity'] - $best_source['safety_stock'];
        $transfer_quantity = min($available_quantity, $required_quantity - $destination_stock);
        
        if ($transfer_quantity > 0) {
            $decision['need_transfer'] = true;
            $decision['transfer_from'] = $best_source['warehouse_id'];
            $decision['transfer_quantity'] = $transfer_quantity;
            $decision['reason'] = sprintf(
                '从%s调拨%d件商品到目标仓库,基于库存充足度和距离最优原则',
                $best_source['warehouse_name'],
                $transfer_quantity
            );
        }
    } else {
        $decision['reason'] = '未找到合适的调拨源仓库,所有仓库库存均接近安全库存';
    }
    
    return $decision;
}

/**
 * 计算仓库作为调拨源的得分
 * 考虑因素:库存充足度、距离、运输成本等
 */
function calculate_warehouse_score($warehouse, $destination_id, $required_quantity) {
    $score = 0;
    
    // 1. 库存充足度得分(40%权重)
    $excess_stock = $warehouse['quantity'] - $warehouse['safety_stock'];
    $inventory_score = ($excess_stock / ($required_quantity + 1)) * 40;
    $score += min($inventory_score, 40);
    
    // 2. 距离得分(30%权重)- 这里简化处理,实际应集成地图API
    $distance = calculate_distance($warehouse['warehouse_id'], $destination_id);
    $distance_score = (1 / ($distance + 1)) * 30;
    $score += $distance_score;
    
    // 3. 历史调拨效率得分(30%权重)
    $efficiency_score = get_transfer_efficiency_score($warehouse['warehouse_id'], $destination_id);
    $score += $efficiency_score * 30;
    
    return $score;
}
?>

调拨流程管理

当智能调拨引擎做出调拨决策后,需要执行具体的调拨流程:

<?php
/**
 * 执行库存调拨
 * 
 * @param int $product_id 商品ID
 * @param int $from_warehouse_id 源仓库ID
 * @param int $to_warehouse_id 目标仓库ID
 * @param int $quantity 调拨数量
 * @param string $reason 调拨原因
 * @return int|false 调拨记录ID或false(失败时)
 */
function execute_inventory_transfer($product_id, $from_warehouse_id, $to_warehouse_id, $quantity, $reason = '') {
    global $wpdb;
    
    // 验证源仓库库存是否充足
    $source_stock = get_warehouse_stock($product_id, $from_warehouse_id);
    if ($source_stock < $quantity) {
        return false;
    }
    
    // 开始数据库事务
    $wpdb->query('START TRANSACTION');
    
    try {
        // 1. 创建调拨记录
        $transfer_data = [
            'product_id' => $product_id,
            'from_warehouse_id' => $from_warehouse_id,
            'to_warehouse_id' => $to_warehouse_id,
            'quantity' => $quantity,
            'transfer_reason' => $reason,
            'status' => 'pending',
            'requested_by' => get_current_user_id(),
            'created_at' => current_time('mysql')
        ];
        
        $result = $wpdb->insert('wp_inventory_transfers', $transfer_data);
        
        if (!$result) {
            throw new Exception('创建调拨记录失败');
        }
        
        $transfer_id = $wpdb->insert_id;
        
        // 2. 减少源仓库库存(预扣)
        $update_source = $wpdb->query($wpdb->prepare(
            "UPDATE wp_product_inventory 
             SET quantity = quantity - %d 
             WHERE product_id = %d AND warehouse_id = %d",
            $quantity, $product_id, $from_warehouse_id
        ));
        
        if (!$update_source) {
            throw new Exception('更新源仓库库存失败');
        }
        
        // 3. 增加目标仓库在途库存(可选,根据业务需求)
        // 这里可以根据实际业务决定是否立即增加目标仓库库存
        // 或者等待调拨完成后再更新
        
        // 4. 记录库存变更日志
        log_inventory_change(
            $product_id,
            $from_warehouse_id,
            -$quantity,
            'transfer_out',
            "调拨出库至仓库{$to_warehouse_id},调拨单号:{$transfer_id}"
        );
        
        // 提交事务
        $wpdb->query('COMMIT');
        
        // 5. 发送调拨通知(给相关仓库管理员)
        send_transfer_notification($transfer_id);
        
        return $transfer_id;
        
    } catch (Exception $e) {
        // 回滚事务
        $wpdb->query('ROLLBACK');
        error_log('调拨执行失败: ' . $e->getMessage());
        return false;
    }
}

/**
 * 完成调拨流程(当货物实际到达目标仓库时调用)
 */
function complete_inventory_transfer($transfer_id) {
    global $wpdb;
    
    // 获取调拨信息
    $transfer = $wpdb->get_row($wpdb->prepare(
        "SELECT * FROM wp_inventory_transfers WHERE transfer_id = %d",
        $transfer_id
    ), ARRAY_A);
    
    if (!$transfer || $transfer['status'] != 'in_transit') {
        return false;
    }
    
    $wpdb->query('START TRANSACTION');
    
    try {
        // 1. 增加目标仓库实际库存
        $update_target = $wpdb->query($wpdb->prepare(
            "UPDATE wp_product_inventory 
             SET quantity = quantity + %d 
             WHERE product_id = %d AND warehouse_id = %d",
            $transfer['quantity'], $transfer['product_id'], $transfer['to_warehouse_id']
        ));
        
        if (!$update_target) {
            // 如果目标仓库还没有该商品的库存记录,则创建一条
            $wpdb->insert('wp_product_inventory', [
                'product_id' => $transfer['product_id'],
                'warehouse_id' => $transfer['to_warehouse_id'],
                'quantity' => $transfer['quantity']
            ]);
        }
        
        // 2. 更新调拨状态为已完成
        $wpdb->update('wp_inventory_transfers', 
            [
                'status' => 'completed',
                'completed_at' => current_time('mysql'),
                'approved_by' => get_current_user_id()
            ],
            ['transfer_id' => $transfer_id]
        );
        
        // 3. 记录库存变更日志
        log_inventory_change(
            $transfer['product_id'],
            $transfer['to_warehouse_id'],
            $transfer['quantity'],
            'transfer_in',
            "调拨入库自仓库{$transfer['from_warehouse_id']},调拨单号:{$transfer_id}"
        );
        
        $wpdb->query('COMMIT');
        
        // 4. 触发相关事件(如更新订单状态等)
        do_action('inventory_transfer_completed', $transfer_id);
        
        return true;
        
    } catch (Exception $e) {
        $wpdb->query('ROLLBACK');
        error_log('调拨完成失败: ' . $e->getMessage());
        return false;
    }
}
?>

WordPress集成与界面开发

创建管理菜单和页面

<?php
/**
 * 添加供应链管理菜单到WordPress后台
 */
add_action('admin_menu', 'register_supply_chain_menu');

function register_supply_chain_menu() {
    // 主菜单
    add_menu_page(
        '供应链管理',           // 页面标题
        '供应链管理',           // 菜单标题
        'manage_options',      // 权限
        'supply-chain',        // 菜单slug
        'supply_chain_dashboard', // 回调函数
        'dashicons-store',     // 图标
        30                     // 位置
    );
    
    // 子菜单:仓库管理
    add_submenu_page(
        'supply-chain',
        '仓库管理',
        '仓库管理',
        'manage_options',
        'warehouse-management',
        'warehouse_management_page'
    );
    
    // 子菜单:库存调拨
    add_submenu_page(
        'supply-chain',
        '库存调拨',
        '库存调拨',
        'manage_options',
        'inventory-transfer',
        'inventory_transfer_page'
    );
    
    // 子菜单:调拨记录
    add_submenu_page(
        'supply-chain',
        '调拨记录',
        '调拨记录',
        'manage_options',
        'transfer-records',
        'transfer_records_page'
    );
}

/**
 * 库存调拨管理页面
 */
function inventory_transfer_page() {
    ?>
    <div class="wrap">
        <h1>智能库存调拨</h1>
        
        <div class="card">
            <h2>自动调拨决策</h2>
            <form method="post" action="">
                <?php wp_nonce_field('auto_transfer_action', 'transfer_nonce'); ?>
                <table class="form-table">
                    <tr>
                        <th scope="row"><label for="product_id">商品</label></th>
                        <td>
                            <select name="product_id" id="product_id" required>
                                <option value="">选择商品...</option>
                                <?php
                                $products = wc_get_products(['limit' => -1]);
                                foreach ($products as $product) {
                                    echo '<option value="' . $product->get_id() . '">' . 
                                         $product->get_name() . '</option>';
                                }
                                ?>
                            </select>
                        </td>
                    </tr>
                    <tr>
                        <th scope="row"><label for="destination_warehouse">目标仓库</label></th>
                        <td>
                            <select name="destination_warehouse" id="destination_warehouse" required>
                                <option value="">选择目标仓库...</option>
                                <?php
                                $warehouses = get_all_warehouses();
                                foreach ($warehouses as $warehouse) {
                                    echo '<option value="' . $warehouse['warehouse_id'] . '">' . 
                                         $warehouse['warehouse_name'] . '</option>';
                                }
                                ?>
                            </select>
                        </td>
                    </tr>
                    <tr>
                        <th scope="row"><label for="required_quantity">需求数量</label></th>
                        <td>
                            <input type="number" name="required_quantity" id="required_quantity" 
                                   min="1" required>
                        </td>
                    </tr>
                </table>
                <p class="submit">
                    <input type="submit" name="analyze_transfer" class="button button-primary" 
                           value="分析调拨需求">
                </p>
            </form>
            
            <?php
            // 处理表单提交
            if (isset($_POST['analyze_transfer']) && 
                wp_verify_nonce($_POST['transfer_nonce'], 'auto_transfer_action')) {
                
                $product_id = intval($_POST['product_id']);
                $destination_id = intval($_POST['destination_warehouse']);
                $required_quantity = intval($_POST['required_quantity']);
                
                $decision = intelligent_transfer_decision(
                    $product_id, 
                    $required_quantity, 
                    $destination_id
                );
                
                echo '<div class="notice notice-info">';
                echo '<h3>调拨分析结果</h3>';
                echo '<p><strong>结论:</strong>' . esc_html($decision['reason']) . '</p>';
                
                if ($decision['need_transfer']) {
                    echo '<p><strong>建议调拨:</strong>从仓库#' . $decision['transfer_from'] . 
                         ' 调拨 ' . $decision['transfer_quantity'] . ' 件商品</p>';
                    
                    // 显示执行调拨按钮
                    echo '<form method="post" action="">';
                    wp_nonce_field('execute_transfer_action', 'execute_nonce');
                    echo '<input type="hidden" name="product_id" value="' . $product_id . '">';
                    echo '<input type="hidden" name="from_warehouse" value="' . $decision['transfer_from'] . '">';
                    echo '<input type="hidden" name="to_warehouse" value="' . $destination_id . '">';
                    echo '<input type="hidden" name="quantity" value="' . $decision['transfer_quantity'] . '">';
                    echo '<input type="submit" name="execute_transfer" class="button button-primary" 
                    echo '<input type="submit" name="execute_transfer" class="button button-primary" 
                           value="执行调拨">';
                    echo '</form>';
                }
                echo '</div>';
                
                // 处理执行调拨请求
                if (isset($_POST['execute_transfer']) && 
                    wp_verify_nonce($_POST['execute_nonce'], 'execute_transfer_action')) {
                    
                    $transfer_id = execute_inventory_transfer(
                        intval($_POST['product_id']),
                        intval($_POST['from_warehouse']),
                        intval($_POST['to_warehouse']),
                        intval($_POST['quantity']),
                        '系统智能调拨'
                    );
                    
                    if ($transfer_id) {
                        echo '<div class="notice notice-success">';
                        echo '<p>调拨单创建成功!调拨单号:' . $transfer_id . '</p>';
                        echo '</div>';
                    } else {
                        echo '<div class="notice notice-error">';
                        echo '<p>调拨执行失败,请检查库存情况</p>';
                        echo '</div>';
                    }
                }
            }
            ?>
        </div>
        
        <div class="card">
            <h2>手动调拨</h2>
            <form method="post" action="">
                <?php wp_nonce_field('manual_transfer_action', 'manual_nonce'); ?>
                <table class="form-table">
                    <tr>
                        <th scope="row"><label for="manual_product_id">商品</label></th>
                        <td>
                            <select name="manual_product_id" id="manual_product_id" required>
                                <option value="">选择商品...</option>
                                <?php
                                $products = wc_get_products(['limit' => -1]);
                                foreach ($products as $product) {
                                    echo '<option value="' . $product->get_id() . '">' . 
                                         $product->get_name() . '</option>';
                                }
                                ?>
                            </select>
                        </td>
                    </tr>
                    <tr>
                        <th scope="row"><label for="from_warehouse">源仓库</label></th>
                        <td>
                            <select name="from_warehouse" id="from_warehouse" required>
                                <option value="">选择源仓库...</option>
                                <?php
                                foreach ($warehouses as $warehouse) {
                                    echo '<option value="' . $warehouse['warehouse_id'] . '">' . 
                                         $warehouse['warehouse_name'] . '</option>';
                                }
                                ?>
                            </select>
                        </td>
                    </tr>
                    <tr>
                        <th scope="row"><label for="to_warehouse">目标仓库</label></th>
                        <td>
                            <select name="to_warehouse" id="to_warehouse" required>
                                <option value="">选择目标仓库...</option>
                                <?php
                                foreach ($warehouses as $warehouse) {
                                    echo '<option value="' . $warehouse['warehouse_id'] . '">' . 
                                         $warehouse['warehouse_name'] . '</option>';
                                }
                                ?>
                            </select>
                        </td>
                    </tr>
                    <tr>
                        <th scope="row"><label for="manual_quantity">调拨数量</label></th>
                        <td>
                            <input type="number" name="manual_quantity" id="manual_quantity" 
                                   min="1" required>
                        </td>
                    </tr>
                    <tr>
                        <th scope="row"><label for="transfer_reason">调拨原因</label></th>
                        <td>
                            <textarea name="transfer_reason" id="transfer_reason" 
                                      rows="3" cols="50"></textarea>
                        </td>
                    </tr>
                </table>
                <p class="submit">
                    <input type="submit" name="submit_manual_transfer" 
                           class="button button-primary" value="提交调拨申请">
                </p>
            </form>
        </div>
    </div>
    
    <style>
        .card {
            background: #fff;
            border: 1px solid #ccd0d4;
            box-shadow: 0 1px 1px rgba(0,0,0,.04);
            margin: 20px 0;
            padding: 20px;
        }
        .form-table th {
            width: 200px;
        }
    </style>
    <?php
}
?>

实时库存监控仪表板

<?php
/**
 * 供应链管理仪表板
 */
function supply_chain_dashboard() {
    ?>
    <div class="wrap">
        <h1>供应链管理仪表板</h1>
        
        <div class="dashboard-container">
            <!-- 库存概览 -->
            <div class="dashboard-card">
                <h3>库存概览</h3>
                <div class="inventory-summary">
                    <?php
                    $total_inventory = get_total_inventory_value();
                    $low_stock_items = get_low_stock_items_count();
                    $out_of_stock_items = get_out_of_stock_items_count();
                    ?>
                    <div class="metric">
                        <span class="metric-value"><?php echo wc_price($total_inventory); ?></span>
                        <span class="metric-label">库存总值</span>
                    </div>
                    <div class="metric">
                        <span class="metric-value warning"><?php echo $low_stock_items; ?></span>
                        <span class="metric-label">低库存商品</span>
                    </div>
                    <div class="metric">
                        <span class="metric-value danger"><?php echo $out_of_stock_items; ?></span>
                        <span class="metric-label">缺货商品</span>
                    </div>
                </div>
            </div>
            
            <!-- 仓库库存分布 -->
            <div class="dashboard-card wide">
                <h3>各仓库库存分布</h3>
                <div class="warehouse-distribution">
                    <table class="wp-list-table widefat fixed striped">
                        <thead>
                            <tr>
                                <th>仓库名称</th>
                                <th>商品种类</th>
                                <th>库存总量</th>
                                <th>库存价值</th>
                                <th>库容使用率</th>
                                <th>操作</th>
                            </tr>
                        </thead>
                        <tbody>
                            <?php
                            $warehouses = get_all_warehouses_with_inventory();
                            foreach ($warehouses as $warehouse) {
                                $usage_rate = ($warehouse['current_inventory'] / $warehouse['capacity']) * 100;
                                $usage_class = $usage_rate > 90 ? 'danger' : ($usage_rate > 70 ? 'warning' : '');
                                ?>
                                <tr>
                                    <td><?php echo esc_html($warehouse['warehouse_name']); ?></td>
                                    <td><?php echo $warehouse['product_count']; ?></td>
                                    <td><?php echo $warehouse['total_quantity']; ?></td>
                                    <td><?php echo wc_price($warehouse['inventory_value']); ?></td>
                                    <td>
                                        <div class="usage-bar">
                                            <div class="usage-fill <?php echo $usage_class; ?>" 
                                                 style="width: <?php echo $usage_rate; ?>%">
                                                <?php echo round($usage_rate, 1); ?>%
                                            </div>
                                        </div>
                                    </td>
                                    <td>
                                        <a href="<?php echo admin_url('admin.php?page=warehouse-management&id=' . $warehouse['warehouse_id']); ?>" 
                                           class="button button-small">详情</a>
                                    </td>
                                </tr>
                                <?php
                            }
                            ?>
                        </tbody>
                    </table>
                </div>
            </div>
            
            <!-- 近期调拨活动 -->
            <div class="dashboard-card">
                <h3>近期调拨活动</h3>
                <div class="recent-transfers">
                    <?php
                    $recent_transfers = get_recent_transfers(5);
                    if (empty($recent_transfers)) {
                        echo '<p>暂无调拨记录</p>';
                    } else {
                        echo '<ul>';
                        foreach ($recent_transfers as $transfer) {
                            $status_class = '';
                            switch ($transfer['status']) {
                                case 'completed': $status_class = 'success'; break;
                                case 'in_transit': $status_class = 'warning'; break;
                                case 'pending': $status_class = 'info'; break;
                                case 'cancelled': $status_class = 'danger'; break;
                            }
                            ?>
                            <li>
                                <span class="transfer-status <?php echo $status_class; ?>">
                                    <?php echo $transfer['status']; ?>
                                </span>
                                <strong><?php echo get_product_name($transfer['product_id']); ?></strong>
                                (<?php echo $transfer['quantity']; ?>件)
                                <br>
                                <small>
                                    从 <?php echo get_warehouse_name($transfer['from_warehouse_id']); ?>
                                    到 <?php echo get_warehouse_name($transfer['to_warehouse_id']); ?>
                                    · <?php echo human_time_diff(strtotime($transfer['created_at']), current_time('timestamp')); ?>前
                                </small>
                            </li>
                            <?php
                        }
                        echo '</ul>';
                    }
                    ?>
                    <a href="<?php echo admin_url('admin.php?page=transfer-records'); ?>" 
                       class="button">查看所有调拨记录</a>
                </div>
            </div>
            
            <!-- 智能调拨建议 -->
            <div class="dashboard-card">
                <h3>智能调拨建议</h3>
                <div class="transfer-suggestions">
                    <?php
                    $suggestions = get_transfer_suggestions();
                    if (empty($suggestions)) {
                        echo '<p>暂无调拨建议,库存分布均衡</p>';
                    } else {
                        echo '<ul>';
                        foreach ($suggestions as $suggestion) {
                            ?>
                            <li>
                                <strong><?php echo $suggestion['product_name']; ?></strong>
                                <br>
                                建议从 <em><?php echo $suggestion['from_warehouse']; ?></em>
                                调拨 <em><?php echo $suggestion['quantity']; ?>件</em>
                                到 <em><?php echo $suggestion['to_warehouse']; ?></em>
                                <br>
                                <small>原因:<?php echo $suggestion['reason']; ?></small>
                                <br>
                                <button class="button button-small execute-suggestion" 
                                        data-product="<?php echo $suggestion['product_id']; ?>"
                                        data-from="<?php echo $suggestion['from_warehouse_id']; ?>"
                                        data-to="<?php echo $suggestion['to_warehouse_id']; ?>"
                                        data-quantity="<?php echo $suggestion['quantity']; ?>">
                                    执行调拨
                                </button>
                            </li>
                            <?php
                        }
                        echo '</ul>';
                    }
                    ?>
                </div>
            </div>
        </div>
    </div>
    
    <style>
        .dashboard-container {
            display: grid;
            grid-template-columns: repeat(auto-fit, minmax(300px, 1fr));
            gap: 20px;
            margin-top: 20px;
        }
        .dashboard-card {
            background: #fff;
            border: 1px solid #ccd0d4;
            border-radius: 4px;
            padding: 20px;
        }
        .dashboard-card.wide {
            grid-column: span 2;
        }
        .inventory-summary {
            display: flex;
            justify-content: space-around;
            text-align: center;
        }
        .metric {
            display: flex;
            flex-direction: column;
        }
        .metric-value {
            font-size: 24px;
            font-weight: bold;
            color: #0073aa;
        }
        .metric-value.warning {
            color: #ffb900;
        }
        .metric-value.danger {
            color: #dc3232;
        }
        .metric-label {
            font-size: 12px;
            color: #666;
            margin-top: 5px;
        }
        .usage-bar {
            width: 100%;
            height: 20px;
            background: #f0f0f0;
            border-radius: 10px;
            overflow: hidden;
        }
        .usage-fill {
            height: 100%;
            background: #46b450;
            text-align: center;
            color: white;
            font-size: 12px;
            line-height: 20px;
        }
        .usage-fill.warning {
            background: #ffb900;
        }
        .usage-fill.danger {
            background: #dc3232;
        }
        .transfer-status {
            display: inline-block;
            padding: 2px 8px;
            border-radius: 3px;
            font-size: 11px;
            text-transform: uppercase;
        }
        .transfer-status.success { background: #d4edda; color: #155724; }
        .transfer-status.warning { background: #fff3cd; color: #856404; }
        .transfer-status.info { background: #d1ecf1; color: #0c5460; }
        .transfer-status.danger { background: #f8d7da; color: #721c24; }
    </style>
    
    <script>
    jQuery(document).ready(function($) {
        // 执行调拨建议
        $('.execute-suggestion').on('click', function() {
            var button = $(this);
            var data = {
                action: 'execute_transfer_suggestion',
                product_id: button.data('product'),
                from_warehouse: button.data('from'),
                to_warehouse: button.data('to'),
                quantity: button.data('quantity'),
                nonce: '<?php echo wp_create_nonce('execute_suggestion_nonce'); ?>'
            };
            
            button.prop('disabled', true).text('处理中...');
            
            $.post(ajaxurl, data, function(response) {
                if (response.success) {
                    alert('调拨单创建成功!单号:' + response.data.transfer_id);
                    button.closest('li').fadeOut();
                } else {
                    alert('操作失败:' + response.data.message);
                    button.prop('disabled', false).text('执行调拨');
                }
            });
        });
        
        // 自动刷新仪表板数据(每60秒)
        setInterval(function() {
            $.post(ajaxurl, {
                action: 'refresh_dashboard_data',
                nonce: '<?php echo wp_create_nonce('refresh_dashboard_nonce'); ?>'
            }, function(response) {
                if (response.success) {
                    // 更新相关数据
                    // 这里可以根据返回的数据更新页面元素
                }
            });
        }, 60000);
    });
    </script>
    <?php
}

// AJAX处理函数
add_action('wp_ajax_execute_transfer_suggestion', 'ajax_execute_transfer_suggestion');
function ajax_execute_transfer_suggestion() {
    check_ajax_referer('execute_suggestion_nonce', 'nonce');
    
    $transfer_id = execute_inventory_transfer(
        intval($_POST['product_id']),
        intval($_POST['from_warehouse']),
        intval($_POST['to_warehouse']),
        intval($_POST['quantity']),
        '仪表板智能建议调拨'
    );
    
    if ($transfer_id) {
        wp_send_json_success(['transfer_id' => $transfer_id]);
    } else {
        wp_send_json_error(['message' => '调拨执行失败']);
    }
}
?>

高级功能扩展

机器学习预测调拨

<?php
/**
 * 基于机器学习的库存预测和调拨优化
 * 注:这是一个简化示例,实际应用中需要更复杂的算法和更多数据
 */

class MLInventoryPredictor {
    private $model_data = [];
    
    public function __construct() {
        $this->load_training_data();
    }
    
    /**
     * 加载历史数据用于训练
     */
    private function load_training_data() {
        global $wpdb;
        
        // 加载历史销售数据
        $this->model_data['sales_history'] = $wpdb->get_results("
            SELECT product_id, DATE(created_at) as date, SUM(quantity) as daily_sales
            FROM wp_order_items
            WHERE created_at >= DATE_SUB(NOW(), INTERVAL 90 DAY)
            GROUP BY product_id, DATE(created_at)
            ORDER BY date DESC
        ", ARRAY_A);
        
        // 加载季节性因素
        $this->model_data['seasonality'] = $this->calculate_seasonality_factors();
        
        // 加载促销活动数据
        $this->model_data['promotions'] = $this->get_promotion_data();
    }
    
    /**
     * 预测未来需求
     */
    public function predict_demand($product_id, $warehouse_id, $days_ahead = 7) {
        $predictions = [];
        
        // 1. 基于历史销售趋势
        $historical_trend = $this->calculate_historical_trend($product_id, $warehouse_id);
        
        // 2. 考虑季节性因素
        $seasonality_factor = $this->get_seasonality_factor(date('m'), $product_id);
        
        // 3. 考虑促销活动影响
        $promotion_impact = $this->get_promotion_impact($product_id);
        
        // 4. 生成预测
        for ($day = 1; $day <= $days_ahead; $day++) {
            $date = date('Y-m-d', strtotime("+{$day} days"));
            
            // 基础预测 = 历史平均 * 趋势系数
            $base_prediction = $historical_trend['average'] * $historical_trend['trend_factor'];
            
            // 应用季节性调整
            $seasonal_adjusted = $base_prediction * $seasonality_factor;
            
            // 应用促销影响
            $final_prediction = $seasonal_adjusted * (1 + $promotion_impact);
            
            // 添加随机波动(模拟现实不确定性)
            $random_variation = 1 + (mt_rand(-20, 20) / 100);
            $final_prediction *= $random_variation;
            
            $predictions[$date] = round($final_prediction);
        }
        
        return $predictions;
    }
    
    /**
     * 生成优化调拨计划
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