<section style="white-space: normal;"><span style="color: rgb(146, 140, 140);font-family: -apple-system-font, system-ui, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 1px;text-indent: 0em;font-size: 15px;"></span></section><pre data-mpa-powered-by="yiban.io" style="max-width: 100%;letter-spacing: 0.544px;text-size-adjust: auto;color: rgb(63, 63, 63);font-size: 16px;background-color: rgb(255, 255, 255);box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="max-width: 100%;min-height: 1em;white-space: normal;font-family: -apple-system-font, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;text-align: center;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;caret-color: rgb(62, 62, 62);letter-spacing: 1px;font-size: 14px;color: rgb(0, 0, 0);box-sizing: border-box !important;overflow-wrap: break-word !important;">点上方“</span><span style="max-width: 100%;font-size: 14px;letter-spacing: 0.544px;caret-color: rgb(62, 62, 62);color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;"><strong mpa-from-tpl="t" style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;letter-spacing: 1px;box-sizing: border-box !important;overflow-wrap: break-word !important;">菜鸟学Python</span></strong></span><span style="max-width: 100%;caret-color: rgb(62, 62, 62);letter-spacing: 1px;font-size: 14px;color: rgb(0, 0, 0);box-sizing: border-box !important;overflow-wrap: break-word !important;">”，选择“</span><span style="max-width: 100%;font-size: 14px;caret-color: rgb(62, 62, 62);letter-spacing: 1px;color: rgb(255, 120, 0);box-sizing: border-box !important;overflow-wrap: break-word !important;"><strong style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;">星标</strong></span><span style="max-width: 100%;caret-color: rgb(62, 62, 62);letter-spacing: 1px;font-size: 14px;color: rgb(0, 0, 0);box-sizing: border-box !important;overflow-wrap: break-word !important;">”</span></p><section style="max-width: 100%;white-space: normal;color: rgb(0, 0, 0);text-align: left;font-family: -apple-system-font, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-id="85660" data-custom="rgb(117, 117, 118)" data-color="rgb(117, 117, 118)" style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-id="85660" data-custom="rgb(117, 117, 118)" data-color="rgb(117, 117, 118)" style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="max-width: 100%;min-height: 1em;text-align: center;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;letter-spacing: 0.544px;caret-color: rgb(62, 62, 62);font-size: 14px;box-sizing: border-box !important;overflow-wrap: break-word !important;">457篇原创干货，第一时间送达</span></p></section></section></section></section></section></section></section></section></section></section></section>
转载；量子位
13年以前，有这样一款“变态”级难度的游戏曾风靡一时。
它的名字简单粗暴——QWOP。意思是让玩家用这四个键位控制游戏人物的左右大腿和小腿，以最快的速度跑完100米。
实际上，大部分玩家刚上手的时候，可能连起点线都迈不过去就Game Over了。
如果你能跑出几米远，绝对算是一个高手，甚至能在朋友面前炫耀一番。
QWOP的难点在于，一旦角色失去平衡就很难再挽回，需要在100米的距离内一直保持重心不过于向前后倾斜。
当你经过苦练第一次跑起来时，又会被50米处作者故意设置的栏杆摆一道：说好的100米短跑怎么变跨栏了？
△某小编当年的游戏截图
在那个4399小游戏盛行的年代，这款也被戏称为“是男人就跑100米”。因为难度过于“变态”，QWOP开发者曾收到过很多辱骂邮件。
虽然绝大部分人难以跑到终点，但仍有一批骨灰级玩家乐此不疲，他们不仅能轻松跑完，至今还为竞争世界排名而不断挑战。
2个月前，一位日本玩家创造了新的世界纪录：48.34秒。
看到这款“沙雕游戏”，你是不是会想到强化学习来训练双足机器人的画面？
一位来自波士顿咨询的数据分析师Wesley Liao也是这么想的。
不过别以为“变态”难度的游戏到了AI面前就变成了毛毛雨。
Liao综合了之前多种强化学习算法，最后甚至请来了“世界名师”教学，费了好大一番功夫，才终于让AI在上周打破人类玩家的记录。
可见这款游戏的难度一点都不比围棋低啊。（手动狗头）
小试牛刀
一开始，Liao使用OpenAI Gym强化学习环境来训练AI，先设定好游戏的状态、操作和奖惩机制。
状态包括每个身体部位和关节的位置、速度和角度。操作方式限定为11种：4个QWOP按键、6种两两按键组合以及不按任何键。
用来训练AI的算法是ACER（具有经验回放能力的Actor-Critic）。这种算法的优点是，不仅可以从其最近获得的经验中学习，也可以学习存储数据中更早的经验。
由于ACER非常复杂，Liao使用了别人的实现代码“Stable Baselines”。
Liao首先尝试了让AI自己学习。经过多次实验后，他发现AI只学会了“蹭膝盖”这种方式跑过终点，速度很慢。
这和许多人类普通玩家以及其他强化学习算法是一样的，离高手的水平还差很远，更不用谈打破纪录了。
仔细分析可以发现，AI根本没有学习到跨步机制，只是学习到了最安全、最慢的方法来到达终点。
看来靠AI完全自学是不行了。
学会奔跑
类似于DeepMind用顶级棋手教AlphaGo下棋，Liao想到是不是也可以让人类玩家来教一下AI。
但是Liao本人的技术和顶级玩家差距太大，自己最多也只能跑到28米。
这都不重要，重要的是起码Liao跨出更大步伐的技巧，只能寄希望于AI能从“渣技术”里学到一点奔跑的技巧吧。
但是结果很不幸，AI很好地诠释了“邯郸学步”：不仅没掌握跑步技巧，反而在起点就跌倒了。
然后Liao让AI自己继续训练。所谓师父领进门，修行在个人，AI能否将人类技术和自学能力结合起来？
结果令人兴奋，经过90个小时的训练，AI终于学会了像人一样奔跑！
最终成绩是1分25秒，已经能跑进全球排行榜的前15名，离超过人类不远了。
接下来要做的就是再向AI教授更多技巧，奈何本人技术太渣。
所以要想进一步提高AI的水平，必须找顶级高手来帮忙。
顶级高手助阵
Liao观察速通排行榜上的录像，发现顶级玩家的技巧是把左腿抬高可以跑的更快。
△排名第一玩家gunmaneko的踢腿技巧
他开始全球排名前二的玩家gunmaneko和Kurodo请教踢腿技巧的操作。
两位玩家热情地回答了他的问题。其中Kurodo指出这个技巧的关键在于减少游戏角色在纵向的移动，并提出把保持身体高度加入AI的奖励函数。
Liao向Kurodo分享了他的代码，Kurodo慷慨地使用代码记录了50次自己游戏时的按键记录发给Liao。
Liao尝试使用这些数据对AI进行预训练，但效果并不好。AI还没来得及学会踢腿技巧，倒先把基本的跑步方法忘记了。
Liao不得不改变方法，他把Kurodo的数据注入到AI的回放缓存*（Replay Buffer）*中。这相当于修改AI的记忆，使AI有一半的记忆是自己的，另一半来自Kurodo。
并且是AI每自己玩一次，就注入一次Kurodo的数据，保证AI随机从记忆中选取一段来学习时选到两种记忆的概率相同，避免在学习新技巧的过程中把基本操作忘掉。
AI使用Kurodo的数据训练了15个小时，终于学会了踢腿，但因为两种记忆无法协调在一起，跑时间长了动作会不稳定。
Liao此时把Kurodo的记忆移除，又让AI自己训练了25小时，总训练时间达到了65小时。
最终AI的成绩达到1分08秒，终于进入前十。
打破世界纪录
Liao把教AI玩这个游戏的过程做成视频发在网上。一个月前，外媒Gismodo问他：为什么AI还没有打破世界纪录？
于是Liao重新训练了一个只为优化速度而存在的新AI。
新AI改用Prioritized DDQN算法，因为这种算法会给学习效率更高的状态增加权重而不是均匀采样，能使新AI迅速学会旧AI已经掌握了的技巧。
并且，新AI的奖励函数去掉了身体高度，膝盖弯曲角度等参数，改成只和前进速度相关。
新AI先用已有数据进行只有几分钟的预训练，随后是40小时的自训练。最终，新AI每秒所做的动作数在训练环境中由9提高到18，并在测试环境中达到25。
新AI对踢腿技巧的掌握非常稳定，即使被障碍物影响也能迅速恢复。
快速高效的动作使AI的成绩提高到47.34秒，比人类最高纪录48.34秒刚好快1秒。
这才终于算是，在人工智能超越人类的游戏列表中又增加了一项。
One More Thing
你以为这就完了？
跑完100米不算完，这款游戏还有一种世界级难度——“是男人就跑完马拉松”。
为Liao提供帮助的玩家Kurodo最近刚刚提交了世界纪录，全球也只有两人完成了这项壮举。
很难想象他们在电脑前连续按几个小时QWOP的画面。
另外，QWOP的开发者Bennett Foddy一直在坚持开发这类“变态”难度的独立小游戏。
有一款Getting Over It with Bennett Foddy名气颇高，中文名“掘地求升”。玩法就是一个装在坛子里的人不停用锤子让自己升高。
Foddy曾经在普林斯顿大学和牛津大学担任博士后研究员，现在是一名独立游戏设计师。QWOP就是他在普林斯顿大学时期开发的。
我只能说，学霸开发的游戏，学渣真的玩不起。
QWOP在线游戏地址：
http://www.foddy.net/Athletics.html
参考链接：
[1] https://github.com/Wesleyliao/QWOP-RL
[2] https://www.speedrun.com/qwop
[3] https://gizmodo.com/an-ai-was-taught-to-play-the-worlds-hardest-video-game-1846388137
[4] https://towardsdatascience.com/achieving-human-level-performance-in-qwop-using-reinforcement-learning-and-imitation-learning-81b0a9bbac96
[5] https://www.youtube.com/watch?v=82sTpO_EpEc
[6] https://wesleyliao.com/
— 完 —
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!important;">从万众期待到口碑扑街！唐探3令人失望</span> | 笑看新倚天屠龙记 | 灯谜答题王 ｜<span style="max-width: 100%;font-size: 14px;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">用Python做个海量小姐姐素描图 ｜</span></p><p style="max-width: 100%;min-height: 1em;caret-color: rgb(51, 51, 51);font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;box-sizing: border-box !important;overflow-wrap: break-word !important;text-align: left;"><br style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;" /></p><p style="max-width: 100%;min-height: 1em;caret-color: rgb(51, 51, 51);font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;box-sizing: border-box !important;overflow-wrap: break-word !important;text-align: left;"><span style="max-width: 100%;font-size: 15px;color: rgb(2, 30, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">趣味:</span><span style="max-width: 100%;color: rgb(2, 30, 170);text-decoration: underline;font-size: 14px;box-sizing: border-box !important;overflow-wrap: break-word !important;">弹球游戏</span> | <span style="max-width: 100%;text-decoration: underline;font-size: 14px;box-sizing: border-box !important;overflow-wrap: break-word !important;">九宫格</span> | 漂亮的花 | 两百行Python《天天酷跑》游戏!</p><p style="max-width: 100%;min-height: 1em;caret-color: rgb(51, 51, 51);font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;box-sizing: border-box !important;overflow-wrap: break-word !important;text-align: left;"><br style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;" /></p><p style="max-width: 100%;min-height: 1em;caret-color: rgb(51, 51, 51);font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;box-sizing: border-box !important;overflow-wrap: break-word !important;text-align: left;"><span style="max-width: 100%;color: rgb(2, 30, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">AI:</span> 会做诗的机器人 | 给图片上色 | 预测收入 | 碟中谍这么火，我用机器学习做个迷你推荐系统电影</p><p style="max-width: 100%;min-height: 1em;caret-color: rgb(51, 51, 51);font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;box-sizing: border-box !important;overflow-wrap: break-word !important;"><br style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;" /></p><p style="max-width: 100%;min-height: 1em;letter-spacing: 0.544px;color: rgb(62, 62, 62);font-size: 16px;word-spacing: 2px;font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;color: rgb(217, 33, 66);box-sizing: border-box !important;overflow-wrap: break-word !important;"><strong style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 15px;box-sizing: border-box !important;overflow-wrap: break-word !important;">年度爆款文案</span></strong></span></p><ul class="list-paddingleft-2" style="max-width: 100%;letter-spacing: 0.544px;width: 557.438px;white-space: pre-wrap;color: rgb(62, 62, 62);font-size: 16px;word-spacing: 2px;overflow-wrap: break-word !important;"><li style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="margin-right: 8px;margin-left: 8px;max-width: 100%;min-height: 1em;font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;white-space: normal;letter-spacing: 0.544px;text-align: left;line-height: 2em;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 15px;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">1).</span>卧槽！Pdf转Word用Python轻松搞定<span style="max-width: 100%;font-size: 15px;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">！</span></p></li><li style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="margin-right: 8px;margin-left: 8px;max-width: 100%;min-height: 1em;font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;white-space: normal;letter-spacing: 0.544px;text-align: left;line-height: 2em;box-sizing: border-box !important;overflow-wrap: break-word !important;">2).学Python真香！我用100行代码做了个网站，帮人PS旅行图片，赚个鸡腿吃</p></li><li style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="margin-right: 8px;margin-left: 8px;max-width: 100%;min-height: 1em;font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;white-space: normal;letter-spacing: 0.544px;text-align: left;line-height: 2em;box-sizing: border-box !important;overflow-wrap: break-word !important;">3).首播过亿，火爆全网，我分析了《乘风破浪的姐姐》，发现了这些秘密<span style="max-width: 100%;font-size: 15px;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;"> </span></p></li><li style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="margin-right: 8px;margin-left: 8px;max-width: 100%;min-height: 1em;font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;white-space: normal;letter-spacing: 0.544px;text-align: left;line-height: 2em;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 15px;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">4).</span>80行代码！用Python做一个哆来A梦分身<span style="max-width: 100%;font-size: 15px;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;"> </span></p></li><li style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="margin-right: 8px;margin-left: 8px;max-width: 100%;min-height: 1em;font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;white-space: normal;letter-spacing: 0.544px;text-align: left;line-height: 2em;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 15px;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">5).你必须掌握的20个python代码，短小精悍，用处无穷 </span></p></li><li style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="margin-right: 8px;margin-left: 8px;max-width: 100%;min-height: 1em;font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;white-space: normal;letter-spacing: 0.544px;text-align: left;line-height: 2em;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 15px;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">6).</span>30个Python奇淫技巧集<span style="max-width: 100%;font-size: 15px;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;"> </span></p></li><li style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="margin-right: 8px;margin-left: 8px;max-width: 100%;min-height: 1em;font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;white-space: normal;letter-spacing: 0.544px;text-align: left;line-height: 2em;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 15px;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">7).</span>我总结的80页《菜鸟学Python精选干货.pdf》,都是干货<span style="max-width: 100%;font-size: 15px;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;"> </span></p></li><li style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="margin-right: 8px;margin-left: 8px;max-width: 100%;min-height: 1em;font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;white-space: normal;letter-spacing: 0.544px;text-align: left;line-height: 2em;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 15px;box-sizing: border-box !important;overflow-wrap: break-word !important;">8).</span><span style="max-width: 100%;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;font-size: 15px;box-sizing: border-box !important;overflow-wrap: break-word !important;">再见Python！我要学Go了！2500字深度分析！</span></span></p></li><li style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><p style="margin-right: 8px;margin-left: 8px;max-width: 100%;min-height: 1em;font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;white-space: normal;letter-spacing: 0.544px;text-align: left;line-height: 2em;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 15px;text-decoration: underline;color: rgb(0, 122, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">9).发现一个舔狗福利！这个Python爬虫神器太爽了，自动下载妹子图片</span></p></li></ul><p style="max-width: 100%;min-height: 1em;text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><br style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;" /></p><section style="max-width: 100%;box-sizing: border-box;font-size: 16px;overflow-wrap: break-word !important;"><section powered-by="xiumi.us" style="max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box;font-size: 15px;color: rgb(15, 14, 14);overflow-wrap: break-word !important;"><section data-tool="mdnice编辑器" 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style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section mpa-from-tpl="t" style="max-width: 100%;display: inline-block;box-sizing: border-box !important;overflow-wrap: break-word !important;"><pre style="max-width: 100%;letter-spacing: 0.544px;line-height: inherit;box-sizing: border-box !important;overflow-wrap: break-word !important;"><pre data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-style="letter-spacing: 0.544px; background-color: rgb(255, 255, 255); text-align: center; color: rgba(230, 230, 230, 0.9); font-size: 16px; line-height: 25.6px; overflow-wrap: break-word !important;" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgba(230, 230, 230, 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36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(230, 230, 230)" data-darkmode-original-color-15882384789136="rgb(0, 0, 0)" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" style="max-width: 100%;letter-spacing: 0.544px;border-width: 0px;border-style: none;border-color: initial;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" 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230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" style="max-width: 100%;display: inline-block;clear: both;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-brushtype="text" data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(230, 230, 230)" data-darkmode-original-color-15860613985508="rgb(0, 0, 0)" data-darkmode-bgimage-15860613985508="1" data-style="padding: 18px 15px 20px 10px; color: rgb(86, 146, 214); text-align: center; letter-spacing: 1.5px; background-image: url('https://www.zkxjob.com/wp-content/uploads/2022/06/wxsync-2022-06-a2a8a5e1e58f30392066a170034ee027.png'); background-size: 100% 100%; background-repeat: no-repeat; overflow-wrap: break-word !important;" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(230, 230, 230)" data-darkmode-original-color-15870356070738="rgb(0, 0, 0)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(230, 230, 230)" data-darkmode-original-color-15870356071023="rgb(0, 0, 0)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(230, 230, 230)" data-darkmode-original-color-15882384789136="rgb(0, 0, 0)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="padding: 18px 15px 20px 10px;max-width: 100%;background-size: 100% 100%;background-image: url('https://www.zkxjob.com/wp-content/uploads/2022/06/wxsync-2022-06-a2a8a5e1e58f30392066a170034ee027.png');color: rgb(86, 146, 214);letter-spacing: 1.5px;background-repeat: no-repeat;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(230, 230, 230)" data-darkmode-original-color-15860613985508="rgb(0, 0, 0)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(230, 230, 230)" data-darkmode-original-color-15870356070738="rgb(0, 0, 0)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(230, 230, 230)" data-darkmode-original-color-15870356071023="rgb(0, 0, 0)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(230, 230, 230)" data-darkmode-original-color-15882384789136="rgb(0, 0, 0)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="max-width: 100%;display: flex;justify-content: center;align-items: center;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(230, 230, 230)" data-darkmode-original-color-15860613985508="rgb(0, 0, 0)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(230, 230, 230)" data-darkmode-original-color-15870356070738="rgb(0, 0, 0)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(230, 230, 230)" data-darkmode-original-color-15870356071023="rgb(0, 0, 0)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(230, 230, 230)" data-darkmode-original-color-15882384789136="rgb(0, 0, 0)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="margin-left: 2px;max-width: 100%;width: 20px;box-sizing: border-box !important;overflow-wrap: break-word !important;"></section><section data-brushtype="text" data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(51, 51, 51)" data-darkmode-original-color-15860613985508="rgb(51, 51, 51)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(51, 51, 51)" data-darkmode-original-color-15870356070738="rgb(51, 51, 51)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(51, 51, 51)" data-darkmode-original-color-15870356071023="rgb(51, 51, 51)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(51, 51, 51)" data-darkmode-original-color-15882384789136="rgb(51, 51, 51)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(51, 51, 51)" data-darkmode-original-color-15882396318564="rgb(51, 51, 51)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(51, 51, 51)" data-darkmode-original-color-15900529136199="rgb(51, 51, 51)" data-darkmode-bgimage-15900529136199="1" style="max-width: 100%;font-size: 14px;color: rgb(51, 51, 51);text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-family: 楷体, 楷体_GB2312, SimKai;font-size: 15px;box-sizing: border-box !important;overflow-wrap: break-word !important;">点这里，直达菜鸟学PythonB站！！</span></section></section></section></section></section></section></section>本篇文章来源于: 菜鸟学Python
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