{"id":1081944,"date":"2025-01-08T12:44:14","date_gmt":"2025-01-08T04:44:14","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1081944.html"},"modified":"2025-01-08T12:44:16","modified_gmt":"2025-01-08T04:44:16","slug":"python-%e5%a4%9a%e7%ba%bf%e7%a8%8b%e8%bf%9b%e5%ba%a6%e6%9d%a1%e5%a6%82%e4%bd%95%e5%b9%b6%e8%a1%8c-2","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1081944.html","title":{"rendered":"python \u591a\u7ebf\u7a0b\u8fdb\u5ea6\u6761\u5982\u4f55\u5e76\u884c"},"content":{"rendered":"

\"python<\/p>\n

\u4f7f\u7528Python\u5b9e\u73b0\u591a\u7ebf\u7a0b\u8fdb\u5ea6\u6761\u5e76\u884c\u7684\u6838\u5fc3\u601d\u8def\u662f\uff1a\u4f7f\u7528\u591a\u7ebf\u7a0b\u63d0\u5347\u4efb\u52a1\u6267\u884c\u901f\u5ea6\u3001\u5229\u7528\u8fdb\u5ea6\u6761\u5e93\u8fdb\u884c\u5b9e\u65f6\u8fdb\u5ea6\u5c55\u793a\u3001\u901a\u8fc7\u9501\u673a\u5236\u540c\u6b65\u7ebf\u7a0b\u72b6\u6001\u3002<\/strong> <\/p>\n<\/p>\n

\u5728\u591a\u7ebf\u7a0b\u73af\u5883\u4e0b\u7ba1\u7406\u8fdb\u5ea6\u6761\u7684\u5173\u952e\u5728\u4e8e\uff1a\u786e\u4fdd\u7ebf\u7a0b\u5b89\u5168\u3001\u5408\u7406\u5206\u914d\u4efb\u52a1\u3001\u5b9e\u65f6\u66f4\u65b0\u8fdb\u5ea6<\/strong>\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002<\/p>\n<\/p>\n

\u4e00\u3001Python\u591a\u7ebf\u7a0b\u57fa\u7840<\/h2>\n<\/p>\n

\u5728\u8fdb\u884c\u591a\u7ebf\u7a0b\u7f16\u7a0b\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u4e86\u89e3Python\u7684\u591a\u7ebf\u7a0b\u57fa\u7840\u3002Python\u7684threading<\/code>\u6a21\u5757\u63d0\u4f9b\u4e86\u5bf9\u591a\u7ebf\u7a0b\u7684\u652f\u6301\u3002\u591a\u7ebf\u7a0b\u53ef\u4ee5\u63d0\u9ad8\u7a0b\u5e8f\u7684\u5e76\u53d1\u6027\uff0c\u4f7f\u5f97\u591a\u4e2a\u4efb\u52a1\u53ef\u4ee5\u5e76\u884c\u6267\u884c\u3002<\/p>\n<\/p>\n

1\u3001\u521b\u5efa\u548c\u542f\u52a8\u7ebf\u7a0b<\/h3>\n<\/p>\n

\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528threading.Thread<\/code>\u7c7b\u6765\u521b\u5efa\u548c\u542f\u52a8\u7ebf\u7a0b\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff1a<\/p>\n<\/p>\n

import threading<\/p>\n
def worker():<\/p>\n
    print("Thread is running")<\/p>\n
threads = []<\/p>\n
for i in range(5):<\/p>\n
    t = threading.Thread(target=worker)<\/p>\n
    threads.append(t)<\/p>\n
    t.start()<\/p>\n
for t in threads:<\/p>\n
    t.join()<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u4e0a\u9762\u7684\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u521b\u5efa\u4e865\u4e2a\u7ebf\u7a0b\uff0c\u6bcf\u4e2a\u7ebf\u7a0b\u90fd\u4f1a\u6267\u884cworker<\/code>\u51fd\u6570\u3002join<\/code>\u65b9\u6cd5\u786e\u4fdd\u4e3b\u7ebf\u7a0b\u7b49\u5f85\u6240\u6709\u5b50\u7ebf\u7a0b\u5b8c\u6210\u3002<\/p>\n<\/p>\n
2\u3001\u7ebf\u7a0b\u540c\u6b65<\/h3>\n<\/p>\n
\u5728\u591a\u7ebf\u7a0b\u7f16\u7a0b\u4e2d\uff0c\u7ebf\u7a0b\u540c\u6b65\u662f\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\u3002Python\u63d0\u4f9b\u4e86\u591a\u79cd\u540c\u6b65\u539f\u8bed\uff0c\u5982\u9501\uff08Lock\uff09\u3001\u4e8b\u4ef6\uff08Event\uff09\u3001\u6761\u4ef6\u53d8\u91cf\uff08Condition\uff09\u7b49\u3002\u6700\u5e38\u7528\u7684\u662f\u9501\uff0c\u5b83\u53ef\u4ee5\u786e\u4fdd\u591a\u4e2a\u7ebf\u7a0b\u4e0d\u4f1a\u540c\u65f6\u8bbf\u95ee\u5171\u4eab\u8d44\u6e90\u3002<\/p>\n<\/p>\n
\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f7f\u7528\u9501\u7684\u4f8b\u5b50\uff1a<\/p>\n<\/p>\n
import threading<\/p>\n
lock = threading.Lock()<\/p>\n
counter = 0<\/p>\n
def increment():<\/p>\n
    global counter<\/p>\n
    for _ in range(100000):<\/p>\n
        with lock:<\/p>\n
            counter += 1<\/p>\n
threads = []<\/p>\n
for i in range(5):<\/p>\n
    t = threading.Thread(target=increment)<\/p>\n
    threads.append(t)<\/p>\n
    t.start()<\/p>\n
for t in threads:<\/p>\n
    t.join()<\/p>\n
print(counter)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0cincrement<\/code>\u51fd\u6570\u4f1a\u4e0d\u65ad\u589e\u52a0counter<\/code>\u7684\u503c\u3002\u901a\u8fc7\u4f7f\u7528\u9501\uff0c\u6211\u4eec\u786e\u4fdd\u540c\u4e00\u65f6\u95f4\u53ea\u6709\u4e00\u4e2a\u7ebf\u7a0b\u53ef\u4ee5\u4fee\u6539counter<\/code>\uff0c\u4ece\u800c\u907f\u514d\u7ade\u4e89\u6761\u4ef6\u3002<\/p>\n<\/p>\n
\u4e8c\u3001\u8fdb\u5ea6\u6761\u5e93\u4ecb\u7ecd<\/h2>\n<\/p>\n
\u4e3a\u4e86\u5728\u591a\u7ebf\u7a0b\u73af\u5883\u4e2d\u663e\u793a\u8fdb\u5ea6\u6761\uff0c\u6211\u4eec\u9700\u8981\u4f7f\u7528\u8fdb\u5ea6\u6761\u5e93\u3002Python\u6709\u591a\u79cd\u8fdb\u5ea6\u6761\u5e93\u53ef\u4f9b\u9009\u62e9\uff0c\u4f8b\u5982tqdm<\/code>\u548cprogressbar<\/code>\u3002<\/p>\n<\/p>\n
1\u3001tqdm\u5e93<\/h3>\n<\/p>\n
tqdm<\/code>\u662f\u4e00\u4e2a\u975e\u5e38\u6d41\u884c\u7684\u8fdb\u5ea6\u6761\u5e93\uff0c\u4f7f\u7528\u8d77\u6765\u975e\u5e38\u7b80\u5355\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f7f\u7528tqdm<\/code>\u7684\u4f8b\u5b50\uff1a<\/p>\n<\/p>\n
from tqdm import tqdm<\/p>\n
import time<\/p>\n
for i in tqdm(range(100)):<\/p>\n
    time.sleep(0.1)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u4e0a\u9762\u7684\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528tqdm<\/code>\u6765\u663e\u793a\u4e00\u4e2a\u8fdb\u5ea6\u6761\uff0c\u8868\u793a\u5faa\u73af\u7684\u8fdb\u5ea6\u3002<\/p>\n<\/p>\n
2\u3001progressbar\u5e93<\/h3>\n<\/p>\n
progressbar<\/code>\u4e5f\u662f\u4e00\u4e2a\u6d41\u884c\u7684\u8fdb\u5ea6\u6761\u5e93\uff0c\u5b83\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u81ea\u5b9a\u4e49\u9009\u9879\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f7f\u7528progressbar<\/code>\u7684\u4f8b\u5b50\uff1a<\/p>\n<\/p>\n
import progressbar<\/p>\n
import time<\/p>\n
bar = progressbar.ProgressBar(maxval=100)<\/p>\n
bar.start()<\/p>\n
for i in range(100):<\/p>\n
    bar.update(i+1)<\/p>\n
    time.sleep(0.1)<\/p>\n
bar.finish()<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u4e0a\u9762\u7684\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528progressbar<\/code>\u6765\u663e\u793a\u4e00\u4e2a\u8fdb\u5ea6\u6761\uff0c\u5e76\u5728\u5faa\u73af\u4e2d\u4e0d\u65ad\u66f4\u65b0\u8fdb\u5ea6\u3002<\/p>\n<\/p>\n
\u4e09\u3001\u591a\u7ebf\u7a0b\u8fdb\u5ea6\u6761\u5e76\u884c\u5b9e\u73b0<\/h2>\n<\/p>\n
\u73b0\u5728\u6211\u4eec\u5c06\u7ed3\u5408\u591a\u7ebf\u7a0b\u548c\u8fdb\u5ea6\u6761\u5e93\uff0c\u5b9e\u73b0\u4e00\u4e2a\u591a\u7ebf\u7a0b\u8fdb\u5ea6\u6761\u5e76\u884c\u7684\u4f8b\u5b50\u3002\u6211\u4eec\u5c06\u4f7f\u7528tqdm<\/code>\u5e93\u6765\u663e\u793a\u8fdb\u5ea6\u6761\u3002<\/p>\n<\/p>\n
1\u3001\u4efb\u52a1\u5212\u5206<\/h3>\n<\/p>\n
\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u5b9a\u4e49\u4e00\u4e2a\u4efb\u52a1\uff0c\u5e76\u5c06\u4efb\u52a1\u5212\u5206\u4e3a\u591a\u4e2a\u5b50\u4efb\u52a1\uff0c\u6bcf\u4e2a\u5b50\u4efb\u52a1\u7531\u4e00\u4e2a\u7ebf\u7a0b\u6765\u6267\u884c\u3002<\/p>\n<\/p>\n
import threading<\/p>\n
from tqdm import tqdm<\/p>\n
import time<\/p>\n
def task(subtasks, progress_bar):<\/p>\n
    for _ in subtasks:<\/p>\n
        time.sleep(0.1)  # \u6a21\u62df\u4efb\u52a1\u6267\u884c<\/p>\n
        progress_bar.update(1)<\/p>\n
total_tasks = 100<\/p>\n
num_threads = 5<\/p>\n
tasks_per_thread = total_tasks \/\/ num_threads<\/p>\n
threads = []<\/p>\n
progress_bar = tqdm(total=total_tasks)<\/p>\n
for i in range(num_threads):<\/p>\n
    subtasks = range(tasks_per_thread)<\/p>\n
    t = threading.Thread(target=task, args=(subtasks, progress_bar))<\/p>\n
    threads.append(t)<\/p>\n
    t.start()<\/p>\n
for t in threads:<\/p>\n
    t.join()<\/p>\n
progress_bar.close()<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u4e0a\u9762\u7684\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u5c06\u603b\u4efb\u52a1\u6570total_tasks<\/code>\u5212\u5206\u4e3a5\u4e2a\u5b50\u4efb\u52a1\uff0c\u6bcf\u4e2a\u5b50\u4efb\u52a1\u7531\u4e00\u4e2a\u7ebf\u7a0b\u6267\u884c\u3002task<\/code>\u51fd\u6570\u4f1a\u6a21\u62df\u4efb\u52a1\u6267\u884c\uff0c\u5e76\u66f4\u65b0\u8fdb\u5ea6\u6761\u3002<\/p>\n<\/p>\n
2\u3001\u4f7f\u7528\u9501\u673a\u5236\u540c\u6b65\u8fdb\u5ea6<\/h3>\n<\/p>\n
\u5728\u591a\u7ebf\u7a0b\u73af\u5883\u4e0b\uff0c\u591a\u4e2a\u7ebf\u7a0b\u540c\u65f6\u66f4\u65b0\u8fdb\u5ea6\u6761\u53ef\u80fd\u4f1a\u5bfc\u81f4\u7ade\u4e89\u6761\u4ef6\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u9501\u673a\u5236\u6765\u786e\u4fdd\u8fdb\u5ea6\u6761\u66f4\u65b0\u7684\u7ebf\u7a0b\u5b89\u5168\u3002<\/p>\n<\/p>\n
import threading<\/p>\n
from tqdm import tqdm<\/p>\n
import time<\/p>\n
lock = threading.Lock()<\/p>\n
def task(subtasks, progress_bar):<\/p>\n
    for _ in subtasks:<\/p>\n
        time.sleep(0.1)  # \u6a21\u62df\u4efb\u52a1\u6267\u884c<\/p>\n
        with lock:<\/p>\n
            progress_bar.update(1)<\/p>\n
total_tasks = 100<\/p>\n
num_threads = 5<\/p>\n
tasks_per_thread = total_tasks \/\/ num_threads<\/p>\n
threads = []<\/p>\n
progress_bar = tqdm(total=total_tasks)<\/p>\n
for i in range(num_threads):<\/p>\n
    subtasks = range(tasks_per_thread)<\/p>\n
    t = threading.Thread(target=task, args=(subtasks, progress_bar))<\/p>\n
    threads.append(t)<\/p>\n
    t.start()<\/p>\n
for t in threads:<\/p>\n
    t.join()<\/p>\n
progress_bar.close()<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u9501lock<\/code>\u6765\u786e\u4fdd\u540c\u4e00\u65f6\u95f4\u53ea\u6709\u4e00\u4e2a\u7ebf\u7a0b\u53ef\u4ee5\u66f4\u65b0\u8fdb\u5ea6\u6761\uff0c\u4ece\u800c\u907f\u514d\u7ade\u4e89\u6761\u4ef6\u3002<\/p>\n<\/p>\n
3\u3001\u5904\u7406\u52a8\u6001\u4efb\u52a1\u6570\u91cf<\/h3>\n<\/p>\n
\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4efb\u52a1\u6570\u91cf\u53ef\u80fd\u4e0d\u662f\u56fa\u5b9a\u7684\u3002\u6211\u4eec\u53ef\u4ee5\u52a8\u6001\u5730\u5206\u914d\u4efb\u52a1\uff0c\u5e76\u5728\u4efb\u52a1\u5b8c\u6210\u540e\u66f4\u65b0\u8fdb\u5ea6\u6761\u3002<\/p>\n<\/p>\n
import threading<\/p>\n
from tqdm import tqdm<\/p>\n
import time<\/p>\n
import random<\/p>\n
lock = threading.Lock()<\/p>\n
def task(task_id, progress_bar):<\/p>\n
    time.sleep(random.uniform(0.1, 0.5))  # \u6a21\u62df\u4efb\u52a1\u6267\u884c<\/p>\n
    with lock:<\/p>\n
        progress_bar.update(1)<\/p>\n
total_tasks = 100<\/p>\n
threads = []<\/p>\n
progress_bar = tqdm(total=total_tasks)<\/p>\n
for task_id in range(total_tasks):<\/p>\n
    t = threading.Thread(target=task, args=(task_id, progress_bar))<\/p>\n
    threads.append(t)<\/p>\n
    t.start()<\/p>\n
for t in threads:<\/p>\n
    t.join()<\/p>\n
progress_bar.close()<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u52a8\u6001\u5730\u521b\u5efa\u548c\u542f\u52a8\u7ebf\u7a0b\uff0c\u6bcf\u4e2a\u7ebf\u7a0b\u6267\u884c\u4e00\u4e2a\u4efb\u52a1\uff0c\u5e76\u5728\u4efb\u52a1\u5b8c\u6210\u540e\u66f4\u65b0\u8fdb\u5ea6\u6761\u3002<\/p>\n<\/p>\n
\u56db\u3001\u603b\u7ed3<\/h2>\n<\/p>\n
\u901a\u8fc7\u4ee5\u4e0a\u793a\u4f8b\uff0c\u6211\u4eec\u4e86\u89e3\u4e86\u5982\u4f55\u5728Python\u4e2d\u4f7f\u7528\u591a\u7ebf\u7a0b\u548c\u8fdb\u5ea6\u6761\u5e93\u6765\u5b9e\u73b0\u591a\u7ebf\u7a0b\u8fdb\u5ea6\u6761\u5e76\u884c\u3002\u5173\u952e\u70b9\u5728\u4e8e\u786e\u4fdd\u7ebf\u7a0b\u5b89\u5168\u3001\u5408\u7406\u5206\u914d\u4efb\u52a1\u3001\u5b9e\u65f6\u66f4\u65b0\u8fdb\u5ea6<\/strong>\u3002\u4f7f\u7528\u9501\u673a\u5236\u53ef\u4ee5\u6709\u6548\u907f\u514d\u7ade\u4e89\u6761\u4ef6\uff0c\u800c\u8fdb\u5ea6\u6761\u5e93\u5982tqdm<\/code>\u548cprogressbar<\/code>\u63d0\u4f9b\u4e86\u65b9\u4fbf\u7684\u8fdb\u5ea6\u5c55\u793a\u529f\u80fd\u3002<\/p>\n<\/p>\n
\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u8fdb\u5ea6\u6761\u5e93\u548c\u540c\u6b65\u673a\u5236\uff0c\u53ef\u4ee5\u6709\u6548\u63d0\u9ad8\u591a\u7ebf\u7a0b\u7a0b\u5e8f\u7684\u6027\u80fd\u548c\u7528\u6237\u4f53\u9a8c\u3002\u5e0c\u671b\u672c\u6587\u80fd\u5bf9\u60a8\u5728Python\u591a\u7ebf\u7a0b\u7f16\u7a0b\u4e2d\u6709\u6240\u5e2e\u52a9\u3002<\/p>\n<\/p>\n
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