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// 传统IDE编码示例

function calculateTotal(products) {

    let total = 0;

    for (let i = 0; i < products.length; i++) {

        total += products[i].price * products[i].quantity;

    }

    return total;

}

// AI IDE智能编码示例

// AI根据注释自动生成代码

/**

 * 计算购物车总金额

 * @param {Array} cartItems - 购物车商品列表

 * @returns {number} 总金额

 */

function calculateCartTotal(cartItems) {

    return cartItems.reduce((total, item) => {

        return total + (item.price * item.quantity);

    }, 0);

}

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# AI智能代码生成示例

class UserService:

    def __init__(self, db_connection):

        self.db = db_connection

    def create_user(self, user_data):

        """创建新用户

        Args:

            user_data: 用户数据字典

        Returns:

            创建的用户对象

        """

        # AI自动生成数据验证逻辑

        required_fields = ['username', 'email', 'password']

        for field in required_fields:

            if field not in user_data:

                raise ValueError(f"Missing required field: {field}")

        # AI自动生成密码加密逻辑

        hashed_password = self._hash_password(user_data['password'])

        user_data['password'] = hashed_password

        return self.db.users.insert_one(user_data)

    def _hash_password(self, password):

        """密码加密方法"""

        import hashlib

        return hashlib.sha256(password.encode()).hexdigest()

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<!-- Android Studio实时预览示例 -->

<LinearLayout

    xmlns:android="http://schemas.android.com/apk/res/android"

    android:layout_width="match_parent"

    android:layout_height="match_parent"

    android:orientation="vertical">

    <TextView

        android:id="@+id/title"

        android:layout_width="wrap_content"

        android:layout_height="wrap_content"

        android:text="用户信息"

        android:textSize="24sp" />

    <!-- AI建议的布局优化 -->

    <com.google.android.material.card.MaterialCardView

        android:layout_width="match_parent"

        android:layout_height="wrap_content"

        android:layout_margin="16dp">

        <TextView

            android:layout_width="wrap_content"

            android:layout_height="wrap_content"

            android:text="用户名: ${user.name}" />

    </com.google.android.material.card.MaterialCardView>

</LinearLayout>

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# 简化的代码理解模型

import torch

import torch.nn as nn

class CodeUnderstandingModel(nn.Module):

    def __init__(self, vocab_size, hidden_size, num_layers):

        super().__init__()

        self.embedding = nn.Embedding(vocab_size, hidden_size)

        self.transformer = nn.Transformer(

            d_model=hidden_size,

            nhead=8,

            num_encoder_layers=num_layers,

            num_decoder_layers=num_layers

        )

        self.output_layer = nn.Linear(hidden_size, vocab_size)

    def forward(self, src_code, tgt_code):

        # 编码源代码

        src_embedded = self.embedding(src_code)

        # 编码目标代码

        tgt_embedded = self.embedding(tgt_code)

        # Transformer处理

        output = self.transformer(src_embedded, tgt_embedded)

        return self.output_layer(output)

# 使用示例

model = CodeUnderstandingModel(vocab_size=50000, hidden_size=512, num_layers=6)