AI IDE+AI编程辅助工具能提升开发效率，让程序员“告别996“吗？

// 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);
}

# 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()

<!-- 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>

# 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)