我是写Linux后端的（golang、c++、py），后端缓存算法通常是指的是内存里面的lru、或diskqueue，都是独立使用。 很少有用内存lru与disklru结合的场景需求。近段时间研究android开发，里面有一些设计思想值得后端学习。
写这篇文章的原因：
看到了android开发里面的一个片段
于是在画板里面手绘下图：
为了简化测试，用Python编程语言实现
python
import tkinter as tk
from tkinter import ttk, messagebox
from PIL import Image, ImageTk, ImageOps
import requests
from io import BytesIO
import threading
import queue
from functools import lru_cache
from diskcache import Cache
import os
# 配置缓存
CACHE_DIR = "image_cache"
os.makedirs(CACHE_DIR, exist_ok=True)
disk_cache = Cache(CACHE_DIR) # 磁盘缓存（自动管理容量）
@lru_cache(maxsize=5) # LRU缓存（仅记录URL）
def get_from_lru(url):
pass
class ImageLoader:
def __init__(self):
self.queue = queue.Queue()
self.thread = threading.Thread(target=self._worker, daemon=True)
self.thread.start()
def load(self, url, callback):
self.queue.put((url, callback))
def _worker(self):
while True:
url, callback = self.queue.get()
data = None
cache_type = "error"
# 检查LRU
if get_from_lru.cache_info().currsize > 0:
data = disk_cache.get(url)
if data:
cache_type = "lru"
# 检查磁盘
if not data:
data = disk_cache.get(url)
if data:
cache_type = "disk"
get_from_lru(url) # 更新LRU标记
# 网络加载
if not data:
try:
res = requests.get(url, timeout=10)
res.raise_for_status()
data = res.content
cache_type = "network"
disk_cache.set(url, data) # 自动处理容量限制
get_from_lru(url)
except Exception as e:
callback(None, cache_type)
continue
# 返回结果
try:
img = Image.open(BytesIO(data))
callback(img, cache_type)
except:
callback(None, "error")
class ImageViewerApp:
def __init__(self, root):
self.root = root
self.root.title("图片查看器")
self.urls = [f"https://picsum.photos/seed/img{i}/800/600" for i in range(1, 11)]
self.current = 0
self.loader = ImageLoader()
self._create_widgets()
def _create_widgets(self):
frame = ttk.Frame(self.root, padding=10)
frame.pack(fill=tk.BOTH, expand=True)
# 图片显示区域
self.img_label = ttk.Label(frame)
self.img_label.pack(fill=tk.BOTH, expand=True, padx=10, pady=10)
# 导航按钮
btn_frame = ttk.Frame(frame)
btn_frame.pack(fill=tk.X, pady=5)
self.prev_btn = ttk.Button(btn_frame, text="◀ 上一张", command=self.prev_image)
self.prev_btn.pack(side=tk.LEFT, padx=5)
self.next_btn = ttk.Button(btn_frame, text="下一张 ▶", command=self.next_image)
self.next_btn.pack(side=tk.RIGHT, padx=5)
# 缓存状态
self.status_label = ttk.Label(frame, text="缓存状态: LRU(0/5), 磁盘(0/8)")
self.status_label.pack(fill=tk.X, pady=2)
# 加载指示器
self.loading = ttk.Label(self.img_label, text="加载中...", font=("SimHei", 12))
def _load_image(self, index):
self.current = index
url = self.urls[index]
self.status_label.config(text="加载中...")
self.loading.place(relx=0.5, rely=0.5, anchor="center")
self.prev_btn.config(state=tk.DISABLED)
self.next_btn.config(state=tk.DISABLED)
self.loader.load(url, self._on_loaded)
def _on_loaded(self, img, cache_type):
self.root.after(0, lambda: self._update_display(img, cache_type))
def _update_display(self, img, cache_type):
self.loading.place_forget()
self.prev_btn.config(state=tk.NORMAL)
self.next_btn.config(state=tk.NORMAL)
if img:
# 调整图片大小
max_w = self.img_label.winfo_width() - 20
max_h = self.img_label.winfo_height() - 20
img = ImageOps.contain(img, (max_w or 500, max_h or 400))
self.photo = ImageTk.PhotoImage(img)
self.img_label.config(image=self.photo)
# 更新缓存状态
lru = get_from_lru.cache_info().currsize
disk = len(disk_cache)
self.status_label.config(
text=f"缓存状态: LRU({lru}/5) [{cache_type.upper()}], 磁盘({disk}/8)"
)
else:
messagebox.showerror("错误", "无法加载图片")
def prev_image(self):
self._load_image((self.current - 1) % 10)
def next_image(self):
self._load_image((self.current + 1) % 10)
if __name__ == "__main__":
root = tk.Tk()
root.geometry("800x600")
app = ImageViewerApp(root)
app._load_image(0)
root.mainloop()测试效果：
经过缓存的图片从内存或文件加载，速度快了很多。 用空间换时间_
