{"id":236114,"date":"2022-03-21T12:47:14","date_gmt":"2022-03-21T11:47:14","guid":{"rendered":"https:\/\/blog.jetbrains.com\/blog\/2022\/03\/21\/looking-at-python-through-the-eyes-of-a-neural-net\/"},"modified":"2022-03-28T11:55:02","modified_gmt":"2022-03-28T10:55:02","slug":"looking-at-python-through-the-eyes-of-a-neural-net","status":"publish","type":"blog","link":"https:\/\/blog.jetbrains.com\/zh-hans\/blog\/2022\/03\/21\/looking-at-python-through-the-eyes-of-a-neural-net\/","title":{"rendered":"\u4ece\u795e\u7ecf\u7f51\u7edc\u7684\u89d2\u5ea6\u770b Python"},"content":{"rendered":"\n

JetBrains Python \u6574\u884c\u4ee3\u7801\u8865\u5168\u63d2\u4ef6<\/a>\u73b0\u5df2\u63a8\u51fa\u516c\u6d4b\u7248<\/strong>\u3002 \u6211\u4eec\u60f3\u8c08\u8c08\u4e00\u4e9b\u7528\u4e8e\u521b\u5efa\u63d2\u4ef6\u7684\u6280\u672f\u548c\u7b97\u6cd5\uff0c\u5e76\u5206\u4eab\u6211\u4eec\u6536\u96c6\u7684\u6709\u5173 Python \u7f16\u7a0b\u7684\u7edf\u8ba1\u6570\u636e\u3002<\/p>\n\n\n\n

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\"The<\/figure>\n\n\n\n

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\u81ea\u7136\u8bed\u8a00\u4e2d\u7684\u5b57\u8282\u5bf9\u7f16\u7801<\/h2>\n\n\n\n

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\"The<\/figure>\n\n\n\n

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[i, f, y, o, u, a, l, w, s, d, h, t, g, e]<\/strong><\/p>\n\n\n\n

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\"This<\/figure>\n\n\n\n

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[i, f, y, o, u, a, l, w, s, d, h, t, g, e, yo, ys, al, ays, ways, you, always, at, wh, what, if, il, id, ot, wil, do, did, ge]<\/strong><\/p>\n\n\n\n

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\u5bf9\u4e8e\u7f16\u7a0b\u8bed\u8a00\uff0c\u6211\u4eec\u8ba4\u4e3a\u53ef\u4ee5\u505a\u5f97\u66f4\u597d\u3002 \u6765\u770b\u4ee5\u4e0b\u5178\u578b Python \u77ed\u8bed\uff1a<\/p>\n\n\n\n

for i in range(<\/mark><\/code><\/mark><\/p>\n\n\n\n

\u5b83\u5305\u62ec\u8bb8\u591a\u4e0d\u540c\u7684\u8bcd\u6cd5\u5143\u7d20\uff0c\u5305\u62ec\u4e24\u4e2a\u8bed\u8a00\u5173\u952e\u5b57\u3001\u4e00\u4e2a\u53d8\u91cf\u548c\u4e00\u4e2a\u51fd\u6570\u3002 \u5c3d\u7ba1\u5982\u6b64\uff0c\u6211\u57fa\u4e8e\u81ea\u5df1\uff08\u975e\u5e38\u4e0d\u719f\u7ec3\uff09\u7684 Python \u6280\u80fd\u8ba4\u4e3a\uff0cfor i in range(<\/mark><\/code><\/mark><\/code> \u5e94\u8be5\u662f\u8bcd\u6c47\u8868\u4e2d\u7684\u4e00\u4e2a\u6761\u76ee\u3002 \u795e\u7ecf\u7f51\u7edc\u5e94\u8be5\u82b1\u8d39\u4e00\u6b21\u63a8\u7406\u8fed\u4ee3\u800c\u4e0d\u662f\u56db\u4e94\u6b21\u6765\u9884\u6d4b\u5b83\uff0c\u7701\u4e0b\u7b14\u8bb0\u672c\u7535\u8111\u7684\u7b97\u529b\u6765\u5904\u7406\u5927\u62ec\u53f7\u5185\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n

\u89e3\u51b3\u65b9\u6cd5\u662f\u901a\u8fc7\u6362\u884c\u7b26\u800c\u4e0d\u662f\u8bcd\u6cd5\u5143\u7d20\u6765\u9650\u5236\u8bcd\u4f8b\u3002 \u6211\u4eec\u7684\u76ee\u6807\u662f\u5b9e\u73b0\u6574\u884c<\/strong>\u4ee3\u7801\u8865\u5168\uff0c\u90a3\u4e48\uff0c\u663e\u7136\u8981\u4f7f\u7528\u5b8c\u6574\u7684\u884c\u4f5c\u4e3a\u6700\u5927\u8bcd\u4f8b\u3002<\/p>\n\n\n\n

\u6211\u4eec\u7684\u8bcd\u6c47\u8868\u5927\u5c0f\u9650\u5236\u662f 16,384\uff0c\u8fd8\u662f 2 \u7684\u5e42\u3002 \u6211\u4eec\u5df2\u7ecf\u4f7f\u7528\u8986\u76d6 99.99% \u6587\u672c\u7684 Unicode \u5b57\u7b26\u521d\u59cb\u5316\u4e86\u8be5\u8fc7\u7a0b\uff0c\u5e76\u5f00\u59cb\u5904\u7406\u5177\u6709\u8bb8\u53ef\u8bb8\u53ef\u8bc1\u7684 Python \u4ed3\u5e93\u3002<\/p>\n\n\n\n

\u5728\u4ee5\u4e0b\u90e8\u5206\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3 16,384 \u4e2a\u6700\u6d41\u884c\u7684 Python \u7ed3\u6784\u3002<\/p>\n\n\n\n

\u8bcd\u6c47\u8868\u4e2d\u7684\u9519\u8bef<\/h2>\n\n\n\n

\u6211\u4eec\u901a\u8fc7\u76ee\u89c6\u68c0\u67e5\u8bcd\u6c47\u8868\u53d1\u73b0\u4e86\u4e00\u4e9b\u7cfb\u7edf\u6027\u95ee\u9898\u3002 \u6839\u636e\u7edf\u8ba1\uff0c\u8fd8\u5e94\u8be5\u6709\u4e00\u4e9b\u6761\u76ee\uff0c\u4f46\u6dfb\u52a0\u5b83\u4eec\u6709\u4e00\u4e9b\u5f0a\u7aef\u3002<\/p>\n\n\n\n

\u7b2c\u4e00\u4e2a\u60ca\u559c\uff1a\u4e2d\u6587<\/h3>\n\n\n\n

\u51fa\u73b0\u5728\u5b57\u8282\u4e4b\u540e\u7684 600 \u591a\u4e2a\u8bcd\u4f8b\u4e3b\u8981\u662f\u6d41\u884c\u7684\u975e\u62c9\u4e01\u811a\u672c\u8bed\u8a00\uff08\u5982\u6c49\u5b57\uff09\u7684 Unicode \u7b26\u53f7\u3002 \u4e2d\u6587\u672c\u8eab\u662f\u4e00\u4e2a\u60ca\u559c\uff0c\u800c\u5b57\u7b26\u7684\u542b\u4e49\u770b\u8d77\u6765\u662f\u5408\u7406\u7684\u3002<\/p>\n\n\n\n

\u4f8b\u5982\uff0c\u51fa\u73b0\u6b21\u6570\u6700\u591a\u7684\u662f\u00a0\u7684<\/mark><\/mark><\/code>\u3002\u00a0\u8fd9\u4e2a\u6c49\u5b57\u6700\u4e3b\u8981\u7684\u7528\u9014\u76f8\u5f53\u4e8e\u82f1\u8bed\u6240\u6709\u683c\u7684\u201cs\u201d\u3002\u00a0\u636e\u7edf\u8ba1\uff0c\u8fd9\u662f\u6700\u5e38\u89c1\u7684\u6c49\u5b57<\/a>\u3002\u00a0\u6709\u4e9b\u6c49\u5b57\u5728\u6211\u4eec\u7684\u6570\u636e\u96c6\u4e2d\u975e\u5e38\u6d41\u884c\uff0c\u4f46\u5728\u8bed\u8a00\u672c\u8eab\u4e2d\u4e0d\u592a\u5e38\u89c1\u3002\u00a0\u4f8b\u5982\uff0c\u6570<\/mark><\/mark><\/code>\u00a0\u548c\u00a0\u7801<\/mark><\/mark><\/code>\uff0c\u4ee5\u53ca\u00a0\u7f51<\/mark><\/mark><\/code>\u00a0\u3002\u00a0\u5728\u7f16\u7a0b\u9886\u57df\uff0c\u8fd9\u663e\u7136\u8bf4\u5f97\u901a\u3002\u00a0\u6211\u4eec\u53ea\u9700\u8981\u5f04\u6e05\u695a\u4e3a\u4ec0\u4e48\u8fd9\u4e9b\u6c49\u5b57\u4f1a\u51fa\u73b0\u5728\u6211\u4eec\u7684\u8bcd\u6c47\u8868\u4e2d\u3002<\/p>\n\n\n\n

\u975e\u62c9\u4e01\u5b57\u7b26\uff0c\u5305\u62ec\u4e2d\u6587\u3001\u4fc4\u8bed\u3001\u65e5\u8bed\u3001\u97e9\u8bed\uff0c\u6709\u65f6\u8fd8\u6709\u963f\u62c9\u4f2f\u8bed\uff0c\u6765\u81ea Python \u6587\u6863\u5b57\u7b26\u4e32\u3002 \u4e8b\u5b9e\u8bc1\u660e\uff08\u6ca1\u60f3\u5230\u5427\uff01\uff09\uff0c\u4eba\u4eec\u7ecf\u5e38\u7528\u6bcd\u8bed\u7f16\u5199\u6587\u6863\u3002<\/p>\n\n\n\n

\u5c06\u975e\u62c9\u4e01\u5b57\u7b26\u7eb3\u5165\u8bcd\u6c47\u8868\u53ef\u80fd\u5f0a\u5927\u4e8e\u5229\uff0c\u56e0\u4e3a\u5b83\u4eec\u5360\u636e\u7684\u7a7a\u95f4\u66f4\u9002\u5408\u7528\u4e8e\u66f4\u6d41\u884c\u7684\u7f16\u7a0b\u8bed\u8a00\u7ed3\u6784\u3002 \u901a\u8fc7\u8fd9\u4e9b\u5b57\u7b26\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u597d\u5730\u652f\u6301 Python \u4e2d\u5141\u8bb8\u7684 Unicode \u53d8\u91cf\u540d\u3002 \u7136\u800c\uff0c\u4e3a\u4e86\u907f\u514d\u4ee3\u7801\u6df7\u6dc6\uff0c\u4eba\u4eec\u5f88\u5c11\u4f7f\u7528\u5b83\u4eec\u3002<\/p>\n\n\n\n

\u7b2c\u4e8c\u4e2a\u60ca\u559c\uff1a\u7f29\u8fdb<\/h3>\n\n\n\n

\u5982\u679c\u6211\u4eec\u5bf9\u884c\u9996\u6d41\u884c\u5173\u952e\u5b57\u7684\u8bcd\u6c47\u8868\u8fdb\u884c grep\uff0c\u4f8b\u5982 return<\/code>\uff0c\u4f1a\u51fa\u73b0\u53e6\u4e00\u4e2a\u9ebb\u70e6\uff1a<\/p>\n\n\n\n

return<\/mark><\/code>
        return<\/mark><\/code>
    return<\/mark><\/code>
                return<\/mark><\/code>
return<\/mark><\/code><\/p>\n\n\n\n

\uff08\u4ee5\u53ca\u8bb8\u591a\u5339\u914d\u9879\uff09<\/p>\n\n\n\n

\u6709\u4ef7\u503c\u7684 return \u8bed\u53e5\u7247\u6bb5\u4e5f\u51fa\u73b0\u5728\u5404\u79cd\u524d\u5bfc\u7f29\u8fdb\u4e2d\uff0c\u56e0\u6b64\u6211\u4eec\u5728\u8bcd\u6c47\u8868\u4e2d\u83b7\u5f97\u4e86\u4ee5\u4e0b\u8bcd\u4f8b\u7684\u591a\u4e2a\u526f\u672c\uff1a<\/p>\n\n\n\n

return self.<\/mark><\/code>
return True<\/mark><\/code>
return False<\/mark><\/code>
return 0<\/mark><\/code>
return None<\/mark><\/code><\/p>\n\n\n\n

\u4fdd\u7559\u8fd9\u4e9b\u526f\u672c\u4f3c\u4e4e\u4e0d\u5207\u5b9e\u9645\u3002 \u5f53\u6211\u4eec\u8c03\u7528\u8865\u5168\u65f6\uff0c\u6587\u672c\u5149\u6807\u5f88\u5c11\u51fa\u73b0\u5728\u884c\u9996\u3002 IDE \u4f1a\u8ddf\u8e2a\u7f29\u8fdb\uff0c\u5f53\u7528\u6237\u5f00\u59cb\u952e\u5165 return \u65f6\uff0c\u53ef\u80fd\u5c31\u5df2\u7ecf\u5904\u5728\u6b63\u786e\u7684\u4f4d\u7f6e\u3002 \u56e0\u6b64\uff0c\u5e26\u6709\u524d\u5bfc\u7a7a\u683c\u7684 return \u8bed\u53e5\u88ab\u4f7f\u7528\u7684\u51e0\u7387\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\u3002<\/p>\n\n\n\n

\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u4e5f\u8282\u7701\u4e86\u4e0a\u4e0b\u6587\u7684\u957f\u5ea6\u3002 \u6bcf\u4e2a\u7f29\u8fdb\u7684 return \u90fd\u5c06\u53ea\u662f\u4e00\u4e2a\u8bcd\u4f8b\u800c\u4e0d\u662f\u591a\u4e2a\u3002<\/p>\n\n\n\n

Import<\/h3>\n\n\n\n

\u53e6\u4e00\u4e2a\u8ba9\u6211\u4eec\u505c\u4e0b\u6765\u601d\u8003\u7684\u95ee\u9898\u662f\u6d89\u53ca\u6d41\u884c\u6846\u67b6\uff08\u4f8b\u5982 TensorFlow\u3001PyTorch \u548c Django\uff09\u7684 import \u8bed\u53e5\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n

from tensorflow.python.framework import ops<\/mark><\/code>
from django.conf import settings<\/mark><\/code><\/p>\n\n\n\n

\u6b64\u7c7b import \u901a\u5e38\u5728\u6bcf\u4e2a\u6587\u4ef6\u4e2d\uff08\u4e00\u822c\u63a5\u8fd1\u5f00\u5934\uff09\u51fa\u73b0\u4e00\u6b21\u3002 \u6b64\u5916\uff0c\u5e38\u89c4\u4ee3\u7801\u8865\u5168\u548c\u81ea\u52a8\u5bfc\u5165\u673a\u5236\u90fd\u5df2\u7ecf\u76f8\u5f53\u51fa\u8272\u3002 \u53e6\u4e00\u65b9\u9762\uff0c\u901a\u8fc7\u5b83\u53ef\u4ee5\u5728\u751f\u6210\u8865\u5168\u5efa\u8bae\u65f6\u8003\u8651\u66f4\u5927\u7684\u4ee3\u7801\u5757\u3002 \u5bf9\u4e8e\u662f\u5426\u9700\u8981\u8fd9\u4e9b\u957f import \u4f5c\u4e3a\u8bcd\u4f8b\uff0c\u8fd9\u4ecd\u7136\u662f\u4e00\u4e2a\u503c\u5f97\u63a2\u8ba8\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n

\u6df1\u5165\u7814\u7a76\u6570\u636e<\/h3>\n\n\n\n

\u4e5f\u8bb8\u672c\u90e8\u5206\u7684\u5173\u952e\u8981\u70b9<\/strong>\u662f\u5bf9\u6570\u636e\u8fdb\u884c\u76ee\u89c6\u68c0\u67e5\u7684\u91cd\u8981\u6027\u3002 \u5728\u7edf\u8ba1\u6570\u636e\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7b97\u6cd5\u7684\u4e2d\u95f4\u7ed3\u679c\u4e2d\uff0c\u53ef\u80fd\u5b58\u5728\u6d4b\u8bd5\u672a\u80fd\u8986\u76d6\u4f46\u5bf9\u4eba\u7c7b\u4e13\u5bb6\u6765\u8bf4\u663e\u800c\u6613\u89c1\u7684\u7cfb\u7edf\u6027\u95ee\u9898\u3002<\/p>\n\n\n\n

\u7edf\u8ba1 + \u542f\u53d1\u6cd5\u901a\u5e38\u6bd4\u5355\u7edf\u8ba1\u8981\u597d\u5f97\u591a\u3002<\/p>\n\n\n\n

\u6d41\u884c\u7b26\u53f7\u5bf9<\/h2>\n\n\n\n

\u7ec8\u4e8e\u5230\u4e86\u4e8c\u7b26\u53f7\u7ec4\u5408\u3002 \u8c03\u67e5\u5b83\u4eec\u4e3a\u4ec0\u4e48\u80fd\u767b\u4e0a\u699c\u9996\u5f88\u6709\u8da3\u3002 \u4e00\u4e9b\u6765\u81ea\u6700\u5e38\u89c1\u7684\u8bed\u8a00\u5173\u952e\u5b57\uff0c\u800c\u53e6\u4e00\u4e9b\u5219\u662f\u547d\u540d\u60ef\u4f8b\u548c\u7f16\u7a0b\u4e60\u60ef\u7684\u4ea7\u7269\u3002<\/p>\n\n\n\n

\u60a8\u80fd\u731c\u51fa Python \u4e2d\u6700\u5e38\u89c1\u7684\u4e8c\u7b26\u53f7\u7ec4\u5408\u5417\uff08\u5f53\u7136\u53cc\u7a7a\u683c\u9664\u5916\uff09\uff1f \u662f\u9017\u53f7 + \u7a7a\u683c\uff0c\u6bd4\u5982\uff1a, <\/mark><\/code><\/mark><\/code>\u3002 \u6709\u9053\u7406\uff01 \u63a5\u4e0b\u6765\u5462\uff1f<\/p>\n\n\n\n

se<\/mark><\/code><\/mark><\/code> \u4e3b\u8981\u6765\u81ea self.<\/mark><\/code><\/mark><\/code>\u3002\u4e8b\u5b9e\u4e0a\uff0cself.<\/mark><\/code><\/mark><\/code> \u662f\u6700\u5e38\u89c1\u7684\u4e94\u7b26\u53f7\u7ec4\u5408\uff0c\u4e5f\u662f\u975e\u5e38\u63a5\u8fd1\u699c\u9996\u7684\u8bcd\u4f8b\u3002 \u5b83\u9ad8\u4e8e\u5927\u591a\u6570\u4e8c\u7b26\u53f7\u548c\u6240\u6709\u4e09\u7b26\u53f7\u5e8f\u5217\uff0c\u9664\u4e86\u5b83\u5305\u542b\u7684\u5e8f\u5217\u3002
in<\/mark><\/code><\/mark><\/code> \u8036\uff01 for i in range(<\/code>
re<\/mark><\/code><\/mark><\/code> \u4e3b\u8981\u6765\u81ea return<\/code>\u3002
on<\/mark><\/code><\/mark><\/code> \u5f88\u6709\u610f\u601d\u3002 \u6211\u4eec\u7684\u8bb8\u591a\u53d8\u91cf\u3001\u5b57\u6bb5\u751a\u81f3\u7c7b\u540d\u90fd\u4ee5\u201ction\u201d\u3001\u201ccion\u201d\u6216\u201csion\u201d\u7ed3\u5c3e\u3002 \u201cNone\u201d\u548c\u201cjson\u201d\u4e5f\u5f88\u91cd\u8981\u3002
te<\/mark><\/code><\/mark><\/code> \u8d77\u521d\u770b\u8d77\u6765\u5f88\u795e\u79d8\uff0c\u4f46\u5bf9\u8bcd\u6c47\u8868\u7684\u8fdb\u4e00\u6b65\u7814\u7a76\u63ed\u793a\u4e86\u201ctest\u201d\u8fd9\u4e2a\u5355\u8bcd\u5728\u5404\u79cd\u7ec4\u5408\u4e2d\u5927\u91cf\u5b58\u5728\u3002 \u8bf8\u5982\u201cdate\u201d\u3001\u201ctext\u201d\u3001\u201cstate\u201d\u3001\u201cwrite\u201d\u548c\u65e0\u5904\u4e0d\u5728\u7684\u201citems\u201d\u4e4b\u7c7b\u7684\u5355\u8bcd\u4e5f\u589e\u52a0\u4e86\u8fd9\u4e2a\u8bcd\u4f8b\u7684\u9891\u7387\u3002
= <\/mark><\/code><\/mark><\/code>\u5f88\u53d7\u6b22\u8fce\u3002 \u5982\u679c\u6211\u4eec\u6539\u53d8\u987a\u5e8f\uff0c =<\/mark><\/code><\/mark><\/code> \u5c31\u4e0d\u4f1a\u90a3\u4e48\u9891\u7e41\u4e86\u3002 \u5dee\u503c\u4e0d\u80fd\u5c0f\u4e8e != \u8fd0\u7b97\u7b26\u7684\u6570\u91cf\u3002
or<\/mark><\/code><\/mark><\/code> \u4e3b\u8981\u6765\u81ea\u6d41\u884c\u8bed\u8a00\u5173\u952e\u5b57\uff0c\u4f8b\u5982 or<\/code>\u3001for<\/code> \u548c import<\/code>\u3002<\/p>\n\n\n\n

\u590d\u6742\u7b26\u53f7\u7ec4\u5408<\/h2>\n\n\n\n

\u8de8\u8fb9\u754c\u8bcd\u4f8b<\/h3>\n\n\n\n

s[<\/mark><\/code>  \u548c s.append(<\/mark><\/code> \u8fd9\u4e24\u4e2a\u975e\u5e38\u6d41\u884c\u7684\u8bcd\u4f8b\u5b8c\u7f8e\u63cf\u8ff0\u4e86\u5728 Python \u4e2d\u7684\u5217\u8868\u64cd\u4f5c\u3002 \u6211\u4eec\u901a\u5e38\u7528\u590d\u6570\u5f62\u5f0f\u7684\u540d\u8bcd\u6765\u547d\u540d\u5217\u8868\uff1adays\u3001goods\u3001items\u3001lines\u3002 \u8fd9\u4e9b\u8bcd\u4f8b\u5c55\u793a\u4e86\u7edf\u8ba1\u7684\u529b\u91cf\u548c\u7f8e\u611f\uff1a\u5b83\u4eec\u8de8\u8d8a\u4e86 Python \u8bcd\u6cd5\u5143\u7d20\u7684\u8fb9\u754c\uff0c\u5c55\u73b0\u4e86\u6211\u4eec\u5728\u4ee3\u7801\u4e2d\u8bf4\u82f1\u8bed\u7684\u65b9\u5f0f\u3002<\/p>\n\n\n\n

\u8303\u56f4<\/h3>\n\n\n\n

for i in range(<\/mark><\/code><\/p>\n\n\n\n

\u6b64\u5916\uff0c\u8fd8\u6709\u4e00\u4e2a\u66f4\u957f\u7684\u6d41\u884c\u8bed\u53e5\uff1a<\/p>\n\n\n\n

for i in range(len(<\/mark><\/code><\/p>\n\n\n\n

\u987a\u4fbf\u4e00\u63d0\uff0ci \u662f\u552f\u4e00\u4e00\u4e2a\u540c\u6837\u6d41\u884c\u7684\u540d\u79f0\u3002 j \u548c k \u7b49\u5e76\u6ca1\u6709\u4f4d\u5c45\u524d\u5217\u3002<\/p>\n\n\n\n

Return \u8bed\u53e5<\/h3>\n\n\n\n

\u7a0b\u5e8f\u5458\u4f7f\u7528\u4ec0\u4e48\u4f5c\u4e3a\u51fd\u6570\u7684\u7ed3\u679c\uff1f \u4ee5\u4e0b\u9891\u7387\u5e76\u4e0d\u5947\u602a\uff1a<\/p>\n\n\n\n

return False<\/mark><\/code>
return True<\/mark><\/code>
return None<\/mark><\/code><\/p>\n\n\n\n

\u5b83\u4eec\u5f7c\u6b64\u975e\u5e38\u63a5\u8fd1\uff0c\u4f46\u90fd\u5728 return self.<\/mark><\/code><\/mark><\/code> \u4e4b\u540e\u3002\u66f4\u5178\u578b\u7684\u8bcd\u4f8b\u662f return 0<\/mark><\/code><\/mark><\/code>\u3002 \u4eba\u4eec\u4e0d\u4f1a\u7ecf\u5e38\u4f7f\u7528 1\u30012 \u6216\u5176\u4ed6\u6570\u5b57\uff0c\u56e0\u6b64\u5728\u7edf\u8ba1\u6570\u636e\u4e2d\u4e0d\u53ef\u89c1\u3002 \u5176\u4ed6\u6709\u8da3\u53d1\u73b0\uff1a<\/p>\n\n\n\n

return []<\/mark><\/code>
return super(<\/mark><\/code>
return data<\/mark><\/code>
return value<\/mark><\/code>
return not<\/mark><\/code>
return len(self.<\/mark><\/code><\/p>\n\n\n\n

\u6700\u540e\u4e00\u4e2a\u8bcd\u4f8b\u901a\u8fc7\u7ec4\u5408 return <\/mark><\/code><\/mark><\/code>\u4e0e len(self.<\/mark><\/code><\/mark><\/code> \u83b7\u5f97\uff0c\u56e0\u4e3a return len(<\/code> \u4e0d\u5728\u8bcd\u6c47\u8868\u4e2d\u3002<\/p>\n\n\n\n

\u7c7b<\/h3>\n\n\n\n

\u6709\u6ca1\u6709\u4e0e\u5355\u8bcd\u7c7b\u7684\u7ec4\u5408\u80fd\u591f\u8dfb\u8eab\u524d 16384\uff1f \u8fd9\u91cc\u7a81\u51fa\u7684\u9886\u5148\u8005\u662f class Test<\/mark><\/code><\/mark><\/code>\uff0c\u5b83\u7684\u9891\u7387\u76f8\u5f53\u9ad8\u3002 \u53e6\u5916\u4e24\u4e2a\u7c7b\u4f3c\u7684\u53ef\u89c1\u6761\u76ee\u843d\u540e\u5f88\u591a\uff1a<\/p>\n\n\n\n

class Meta:<\/mark><\/code>
class Base<\/mark><\/code><\/p>\n\n\n\n

\u5305\u542b class<\/code> \u7684\u5176\u4ed6\u6709\u610f\u4e49\u7684\u8bcd\u4f8b\u4e0d\u5904\u7406\u7c7b\u540d\uff1a<\/p>\n\n\n\n

classifier<\/mark><\/code>
classification<\/mark><\/code>
issubclass(<\/mark><\/code>
@classmethod<\/mark><\/code>
Base class for<\/mark><\/code><\/p>\n\n\n\n

\u6700\u540e\u4e24\u4e2a\u6765\u81ea\u6587\u6863\u3002<\/p>\n\n\n\n

\u603b\u7ed3<\/h2>\n\n\n\n

\u795e\u7ecf\u7f51\u7edc\u4f7f\u7528\u8bcd\u6c47\u8868\u6765\u8868\u793a\u8f93\u5165\u7a0b\u5e8f\u5e76\u6784\u5efa\u5efa\u8bae\u3002 \u4ee3\u7801\u751f\u6210\u7b97\u6cd5\u662f\u672a\u6765\u6587\u7ae0\u7684\u4e3b\u9898\uff0c\u7a0b\u5e8f\u8868\u793a\u73b0\u5728\u5df2\u7ecf\u53ef\u7528\u3002<\/p>\n\n\n\n

\u5982\u679c\u6211\u4eec\u53d6\u4e00\u6bb5\u7b80\u5355\u7684 Python \u4ee3\u7801\u6bb5\u5e76\u8fd0\u884c\u5206\u8bcd\u5668\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u5b83\u4e0e\u795e\u7ecf\u7f51\u7edc\u4e00\u6837\uff1a<\/p>\n\n\n\n

\"This<\/figure>\n\n\n\n

\u5206\u8bcd\u5668\u5c06\u8fd9 3 \u884c\u8f6c\u6362\u4e3a 15 \u4e2a\u8bcd\u4f8b\u3002 \u57fa\u4e8e GPT-2 \u7684\u6a21\u578b\u6700\u591a\u53ef\u5bb9\u7eb3 1,024 \u4e2a\u6761\u76ee\uff1b\u6211\u4eec\u7684\u4f7f\u7528\u9650\u5236\u4e3a 384\u3002 \u5728\u6211\u4eec\u7684\u8bad\u7ec3\u96c6\u4e2d\uff0c\u5355\u884c\u7684\u4e2d\u503c\u957f\u5ea6\u662f 10 \u4e2a\u8bcd\u4f8b\uff0c\u6bd4\u4e0a\u9762\u7684\u793a\u4f8b\u8981\u957f\u4e00\u4e9b\u3002 \u6211\u4eec\u53ef\u4ee5\u4f30\u8ba1\uff0c\u6a21\u578b\u4f7f\u7528\u7565\u4f4e\u4e8e 40 \u884c\u7684\u4e0a\u4e0b\u6587\u6765\u751f\u6210\u9884\u6d4b\u3002<\/p>\n\n\n\n

\u8fd9\u4e2a\u793a\u4f8b\u8fd8\u5c55\u793a\u4e86\u4e0d\u540c\u795e\u7ecf\u7f51\u7edc\u7684\u201c\u601d\u7ef4\u201d\u4e0e\u4eba\u7c7b\u76f8\u6bd4\u6709\u4f55\u4e0d\u540c\u3002 \u6211\u4eec\u77e5\u9053\u7b2c\u4e00\u884c\u548c\u7b2c\u4e8c\u884c\u4e2d\u7684 args<\/code> \u4ee3\u8868\u76f8\u540c\u7684\u4e1c\u897f\u3002 \u4f46\u662f\uff0c\u7b97\u6cd5\u628a\u5b83\u4eec\u770b\u4f5c\u4e86\u4e0d\u540c\u7684\u4e1c\u897f\uff0c\u751a\u81f3\u62c6\u5206\u4e86\u7b2c\u4e8c\u4e2a\u3002 \u8fd9\u7b26\u5408\u8bbe\u8ba1\uff01<\/p>\n\n\n\n

\u5c1d\u8bd5 Python \u6574\u884c\u4ee3\u7801\u8865\u5168\u63d2\u4ef6<\/h2>\n\n\n\n

\u6d4f\u89c8\u8bcd\u4f8b\u8bcd\u6c47\u8868\u975e\u5e38\u6709\u8da3\uff0c\u4f46\u5f00\u53d1\u8bcd\u6c47\u8868\u53ea\u662f\u671d\u7740\u66f4\u9ad8\u4ea7\u54c1\u76ee\u6807\u8fc8\u51fa\u7684\u4e00\u5c0f\u6b65\u3002 \u6211\u4eec\u8ba1\u5212\u8bb2\u8ff0\u66f4\u591a\u6280\u672f\u6545\u4e8b\uff0c\u4ecb\u7ecd\u795e\u7ecf\u7f51\u7edc\u5982\u4f55\u751f\u6210\u4ee3\u7801\u4ee5\u53ca\u6211\u4eec\u5982\u4f55\u9488\u5bf9\u7528\u6237\u7b14\u8bb0\u672c\u7535\u8111\u89c4\u683c\u8c03\u6574\u5176\u6027\u80fd\u3002<\/p>\n\n\n\n

\u540c\u65f6\uff0c\u6211\u4eec\u5e0c\u671b\u60a8\u80fd\u8bd5\u4e00\u8bd5\u6211\u4eec\u7684 Python \u6574\u884c\u4ee3\u7801\u8865\u5168\u63d2\u4ef6\uff1a<\/p>\n\n\n\n

https:\/\/plugins.jetbrains.com\/plugin\/14823-full-line-code-completion<\/a><\/p>\n\n\n\n

<\/p>\n\n\n\n

\u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<\/p>\n\n\n

\n
\n
\n
\n \"\"\n <\/div>\n
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