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import os
import sys
import json
import random
import getpass
import re
from datetime import datetime

try:
    import openai
    import googlemaps
    from tqdm import tqdm
except ImportError:
    import subprocess
    subprocess.check_call([sys.executable, "-m", "pip", "install", "openai", "googlemaps", "tqdm"])
    import openai
    import googlemaps
    from tqdm import tqdm

# === Einstellungen ===
user = getpass.getuser().lower()
base_path = f"C:/Users/{user}/OneDrive/

/**
 * @param {string[]} code
 * @param {string[]} businessLine
 * @param {boolean[]} isActive
 * @return {string[]}
 */
var validateCoupons = function(code, businessLine, isActive) {
    // Guard: ensure arrays exist and have equal length
    if (!Array.isArray(code) || !Array.isArray(businessLine) || !Array.isArray(isActive)) return [];
    const n = Math.min(code.length, businessLine.length, isActive.length);
    if (n === 0) return [];

    // Fixed category order and a lookup for O(1) index

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/**
 * @param {number} numberOfUsers
 * @param {string[][]} events
 * @return {number[]}
 */
var countMentions = function(numberOfUsers, events) {
    // Result: mentions per user
    const mentions = new Array(numberOfUsers).fill(0);

    // Online state and offline-until times
    const online = new Array(numberOfUsers).fill(true);
    const offlineUntil = new Array(numberOfUsers).fill(-1);

    // Normalize and sort:
    // - ensure timestamps are numbers
    // - sort by timestamp ascending

### Caching using Redis (Summit)
#### Model Caching
```ruby
# controller
prod.get_cached_images

# product model
private

def get_cached_images
  Rails.cache.fetch(['Product', 'images', id]) do
    images.to_a
  end
end
```

- `Rails.cache.fetch` is used to initiate the cache key and look for it in the
databse
- To expire the cache, when the model updates:
```ruby
# use a callback in the model
after_commit :flush_cache

private
def flush_cache
  ExpireModelCacheJob...
  # using rake task to expi

.list {
  list-style-type: none;
}

.list li::marker {
  content: "";
}

# ------------------------------------------------------------
# Automatischer Paketimport & -Installation
# ------------------------------------------------------------
import sys
import subprocess
import importlib
import importlib.util

def ensure_package(pkg_name, import_name=None):
    """
    Stellt sicher, dass ein Paket installiert und importierbar ist.
    Falls nicht installiert, wird es automatisch via pip installiert.
    """
    name_to_check = import_name or pkg_name
 

<div>
  <style>
    dialog::backdrop {
      background: rgba(0, 0, 0, 0.6);
    }
    dialog {
      border: none;
      border-radius: 8px;
      padding: 20px 30px;
      max-width: 600px;
      width: 90%;
      text-align: center;
      color: #000;
      animation: fadeIn 0.2s ease-out;
        background-color: #bc4749;
    }
     
      
      dialog h3{
             color: white !important; 
          text-shadow: none !important;
      }
          
      
    dialog p {
      color: wh

# multi thread

Python 解释器会在以下情况释放 GIL：
1. **字节码计数器达到阈值**（默认每 100 条字节码）
2. I/O 操作（文件、网络、sleep 等）
3. 某些内置函数调用
4. 显式的 GIL 释放（如 C 扩展）

线程切换并不以方法为边界，方法中间也可能被切换。所以 GIL 并不能保证线程安全，需要以操作是否是原子来判断是否安全。

```python 
# 原子操作：
x = 123                    # 简单赋值
x = y                      # 变量赋值
L.append(x)                # list.append
L1.extend(L2)             # list.extend
x = L.pop()               # list.pop
d[key] = value            # dict 赋值

# 非原子操作：
x += 1                     # 需要锁
x = x + 1              

/**
 * @param {number} n
 * @param {number[][]} buildings
 * @return {number}
 */
var countCoveredBuildings = function(n, buildings) {
    // Guard: empty list -> no covered buildings
    if (!buildings || buildings.length === 0) return 0;

    // Step 1: Precompute extremes per row (y) and column (x).
    // minX[y], maxX[y]: smallest and largest x in row y
    // minY[x], maxY[x]: smallest and largest y in column x
    const minX = new Map();
    const maxX = new Map();
    const minY = new Ma

add_action('user_register', function($user_id) {
    $user = get_userdata($user_id);
    if (in_array('administrator', $user->roles, true)) {
        require_once ABSPATH . 'wp-admin/includes/user.php';
        wp_delete_user($user_id);
        wp_die('Admin account creation is disabled.');
    }
});

/**
 * @param {number[]} complexity
 * @return {number}
 */
var countPermutations = function(complexity) {
    const n = complexity.length;
    const MOD = 1_000_000_007; // Large prime modulus for preventing overflow

    // Check validity: all elements after the first must be strictly greater
    for (let i = 1; i < n; i++) {
        if (complexity[i] <= complexity[0]) {
            return 0; // Invalid case
        }
    }

    // Compute factorial of (n-1) modulo MOD
    let result = 1;
    

- Download a stable release of the openwrt-x86-64-combined-ext4.img.gz image from targets/x86/64/ folder e.g. [https://archive.openwrt.org/releases/24.10.4/targets/x86/64/openwrt-24.10.4-x86-64-generic-ext4-combined.img.gz]()
- Uncompress the gziped img file. On Linux use the command `gzip -d openwrt-*.img.gz`. As a result you should get the raw `openwrt-x86-64-combined-ext4.img` image file.
- Convert it to native VBox format: `VBoxManage convertfromraw --format VDI openwrt-*.img openwrt.vdi`. T

### Create TanStack Start Project with shadcn/ui

Source: https://ui.shadcn.com/docs/installation/tanstack

Initialize a new TanStack Start project with Tailwind CSS and shadcn/ui add-ons pre-configured. This command sets up the project structure and installs necessary dependencies in one command.

```bash
npm create @tanstack/start@latest --tailwind --add-ons shadcn
```

--------------------------------

### Install All shadcn/ui Components

Source: https://ui.shadcn.com/docs/installation/tanst

<!DOCTYPE html>
<html lang="ja">
<head>
  <meta charset="UTF-8" />
  <title>Nutrition Menu Demo</title>
  <style>
    * {
      box-sizing: border-box;
      margin: 0;
      padding: 0;
    }

    body {
      min-height: 100vh;
      display: flex;
      justify-content: center;
      align-items: flex-start;
      padding: 40px 16px;
      background: #fff7fb;
      font-family: system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI",
        sans-serif;
    }

    .nutrition-card {
      wi

def generate_forecast_features(start_date: str, end_date: str) -> pd.DataFrame:
    """
    Generate a feature-engineered datetime DataFrame for model prediction.
    
    Parameters
    ----------
    start_date : str  
        Start date in 'YYYY-MM-DD' format.
    end_date : str  
        End date in 'YYYY-MM-DD' format.

    Returns
    -------
    pd.DataFrame  
        DataFrame indexed by datetime with all required time & cyclic features.
    """

    # Convert input date