{"id":122012,"date":"2026-11-04T06:08:36","date_gmt":"2026-11-03T22:08:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/122012.html"},"modified":"2026-11-04T06:08:36","modified_gmt":"2026-11-03T22:08:36","slug":"%e7%94%a8-python-%e9%87%8f%e5%8c%96%e6%8d%9f%e5%a4%b1%e5%8e%8c%e6%81%b6%ef%bc%9a%e4%b8%ba%e4%bb%80%e4%b9%88%e4%bd%a0%e7%9a%84%e6%ad%a2%e6%8d%9f%e6%80%bb%e6%98%af%e6%89%a7%e8%a1%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/122012.html","title":{"rendered":"\u7528 Python \u91cf\u5316\u201c\u635f\u5931\u538c\u6076\u201c\uff1a\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86"},"content":{"rendered":"

\u7528 Python \u91cf\u5316"\u635f\u5931\u538c\u6076"：\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86\u5199\u4ea4\u6613\u7a0b\u5e8f\u7684\u4eba\u5e38\u6709\u4e2a\u9519\u89c9：\u7b56\u7565\u56de\u6d4b\u5e74\u531630%，\u5b9e\u76d8\u5c31\u8be5\u8d5a30%\u3002\u5b9e\u9645\u5f80\u5f80\u5dee\u5f88\u8fdc\u3002\u5dee\u5f02\u7684\u4e00\u5927\u6765\u6e90\u4e0d\u5728\u7b56\u7565，\u5728\u6267\u884c\u8005\u672c\u8eab\u7684\u5fc3\u7406\u504f\u5dee\u3002\u4eca\u5929\u4e0d\u804a\u7b56\u7565，\u804a\u4e00\u4e2a\u80fd\u76f4\u63a5\u7528\u4ee3\u7801\u91cf\u5316\u7684\u504f\u5dee：\u635f\u5931\u538c\u6076\u3002## \u4e00\u3001\u5148\u628a\u6982\u5ff5\u53d8\u6210\u4e00\u4e2a\u53ef\u8ba1\u7b97\u7684\u91cf\u635f\u5931\u538c\u6076\u7684\u6807\u51c6\u8868\u8ff0\u662f：\u540c\u7b49\u91d1\u989d\u4e0b，\u635f\u5931\u7684\u6548\u7528\u4e0b\u964d\u5e45\u5ea6\u5927\u4e8e\u6536\u76ca\u7684\u6548\u7528\u4e0a\u5347\u5e45\u5ea6\u3002\u7528\u4ef7\u503c\u51fd\u6570\u8868\u793a（Kahneman & Tversky, 1979）：v(x) = x^\u03b1 , x >= 0v(x) = -\u03bb * (-x)^\u03b2 , x < 0\u5176\u4e2d \u03b1\u3001\u03b2 \u7ea6 0.88，\u03bb \u5c31\u662f\u635f\u5931\u538c\u6076\u7cfb\u6570，\u7ecf\u9a8c\u503c\u7ea6 2.25\u3002\u4e0b\u9762\u7684\u4ee3\u7801\u628a\u8fd9\u6761\u66f2\u7ebf\u753b\u51fa\u6765，\u540c\u65f6\u7b97\u4e00\u4e2a\u5f88\u5b9e\u7528\u7684\u6307\u6807：\u5728\u7ed9\u5b9a\u76c8\u4e8f\u6bd4\u4e0b，\u9700\u8981\u591a\u9ad8\u7684\u80dc\u7387\u624d\u80fd\u6253\u5e73\u3002pythonimport numpy as npimport matplotlib.pyplot as pltALPHA = 0.88BETA = 0.88LAM = 2.25 # \u635f\u5931\u538c\u6076\u7cfb\u6570def value(x): x = np.asarray(x, dtype=float) return np.where(x >= 0, np.power(np.abs(x), ALPHA), -LAM * np.power(np.abs(x), BETA))xs = np.linspace(-100, 100, 401)vs = value(xs)plt.figure(figsize=(7, 5))plt.plot(xs, vs, lw=2)plt.axhline(0, color="gray", lw=0.8)plt.axvline(0, color="gray", lw=0.8)plt.xlabel("\u76c8\u4e8f\u91d1\u989d")plt.ylabel("\u4e3b\u89c2\u6548\u7528")plt.title("\u635f\u5931\u538c\u6076\u4e0b\u7684\u4ef7\u503c\u51fd\u6570 (lambda=2.25)")plt.grid(alpha=0.3)plt.tight_layout()plt.savefig("loss_aversion.png", dpi=120)\u8dd1\u51fa\u6765\u4f60\u4f1a\u770b\u5230\u4e00\u4e2a\u660e\u663e\u7684\u975e\u5bf9\u79f0：\u540c\u6837\u7684 100 \u5757，\u5de6\u4fa7\u4e0b\u5760\u7684\u5e45\u5ea6\u8fdc\u5927\u4e8e\u53f3\u4fa7\u4e0a\u5347\u3002## \u4e8c\u3001\u7531\u6b64\u63a8\u51fa\u7684\u4e00\u4e2a\u53cd\u76f4\u89c9\u7ed3\u8bba\u5047\u8bbe\u76c8\u4e8f\u6bd4\u662f 1:1，\u90a3\u4e48\u6309\u4e0a\u9762\u7684\u6548\u7528\u51fd\u6570，\u6253\u5e73\u6240\u9700\u7684\u80dc\u7387\u662f：pythondef breakeven_winrate(loss_aversion, rr=1.0): # \u671f\u671b\u6548\u7528\u4e3a0: p*RR^a = (1-p)*LAM a = ALPHA num = loss_aversion den = rr ** a + loss_aversion return num \/ denfor lam in (1.0, 1.5, 2.25, 3.0): print(f"lambda={lam:<5} 1:1\u76c8\u4e8f\u6bd4\u9700\u80dc\u7387 {breakeven_winrate(lam)*100:.1f}%")\u8f93\u51fa\u5927\u81f4\u662f：lambda=1.0 1:1\u76c8\u4e8f\u6bd4\u9700\u80dc\u7387 50.0%lambda=1.5 1:1\u76c8\u4e8f\u6bd4\u9700\u80dc\u7387 62.0%lambda=2.25 1:1\u76c8\u4e8f\u6bd4\u9700\u80dc\u7387 70.5%lambda=3.0 1:1\u76c8\u4e8f\u6bd4\u9700\u80dc\u7387 75.8%\u5728\u635f\u5931\u538c\u6076\u7cfb\u6570 2.25 \u7684\u5fc3\u7406\u72b6\u6001\u4e0b，1:1 \u76c8\u4e8f\u6bd4\u9700\u8981 70% \u4ee5\u4e0a\u7684\u80dc\u7387，\u4eba\u624d\u4f1a\u89c9\u5f97"\u8fd9\u7b14\u4ea4\u6613\u503c"\u3002\u800c\u771f\u5b9e\u7cfb\u7edf\u91cc，1:1 \u76c8\u4e8f\u6bd4\u7684\u80dc\u7387\u5929\u82b1\u677f\u901a\u5e38\u5728 55% \u5de6\u53f3\u3002\u8fd9\u5c31\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u5f88\u591a\u4eba\u660e\u660e\u7528\u7684\u662f\u6b63\u671f\u671b\u7cfb\u7edf，\u5374\u603b\u89c9\u5f97"\u8fd9\u7cfb\u7edf\u4e0d\u884c"\u2014\u2014\u4ed6\u8bc4\u5224\u7cfb\u7edf\u7528\u7684\u662f\u4e3b\u89c2\u6548\u7528，\u4e0d\u662f\u5ba2\u89c2\u671f\u671b\u503c\u3002## \u4e09\u3001\u628a\u5b83\u5199\u8fdb\u56de\u6d4b：\u6a21\u62df\u4e00\u4e2a"\u4f1a\u75db"\u7684\u6267\u884c\u8005\u4e0b\u9762\u662f\u4e2a\u6700\u5c0f\u53ef\u8dd1\u7684\u4f8b\u5b50\u3002\u540c\u4e00\u5957\u4fe1\u53f7，\u4e24\u4e2a\u6267\u884c\u8005：\u4e00\u4e2a\u6309\u89c4\u5219\u6267\u884c，\u4e00\u4e2a\u5e26\u635f\u5931\u538c\u6076（\u4e8f\u635f\u65f6\u4e0d\u613f\u6b62\u635f\u3001\u76c8\u5229\u65f6\u63d0\u524d\u79bb\u573a）\u3002pythonimport numpy as npdef simulate(prices, stop_loss=0.02, take_profit=0.06, hold_max=20, aversion=0.0, seed=7): rng = np.random.default_rng(seed) equity, trades = 1.0, [] i = 0 while i < len(prices) – hold_max – 1: entry = prices[i] exited = False for j in range(1, hold_max + 1): px = prices[i + j] ret = px \/ entry – 1 # \u5e26\u635f\u5931\u538c\u6076：\u4e8f\u635f\u7aef\u6b62\u635f\u7ebf\u88ab"\u5fc3\u7406\u4e0a\u79fb"，\u7b49\u4e8e\u62d6\u5ef6 eff_stop = stop_loss * (1 + aversion) # \u76c8\u5229\u7aef\u76ee\u6807\u88ab"\u5fc3\u7406\u4e0b\u79fb"，\u7b49\u4e8e\u65e9\u8dd1 eff_tp = take_profit * (1 – 0.4 * aversion) if ret <= -eff_stop or ret >= eff_tp: equity *= (1 + ret) trades.append(ret) i += j exited = True break if not exited: i += 1 return equity, np.array(trades)np.random.seed(0)prices = 100 * np.cumprod(1 + np.random.normal(0.0008, 0.012, 3000))for av in (0.0, 0.5, 1.0, 2.0): eq, tr = simulate(prices, aversion=av) win = (tr > 0).mean() if len(tr) else 0 print(f"aversion={av:<4} \u51c0\u503c={eq:6.3f} \u7b14\u6570={len(tr):4d} \u80dc\u7387={win:.1%}")\u5178\u578b\u8f93\u51fa\u4f1a\u663e\u793a：\u968f\u7740 aversion \u5347\u9ad8，\u80dc\u7387\u53cd\u800c\u4e0a\u5347，\u4f46\u51c0\u503c\u4e0b\u964d\u3002\u8fd9\u6b63\u662f\u635f\u5931\u7684\u6765\u6e90\u2014\u2014\u4e0d\u662f\u56e0\u4e3a\u5224\u65ad\u9519\u4e86，\u800c\u662f\u56e0\u4e3a\u628a\u76c8\u5229\u622a\u77ed\u3001\u628a\u4e8f\u635f\u62c9\u957f，\u8ba9\u76c8\u4e8f\u6bd4\u7ed3\u6784\u6027\u5730\u6076\u5316\u3002## \u56db\u3001\u5de5\u7a0b\u4e0a\u7684\u56db\u6761\u5bf9\u7b561. \u6b62\u635f\u4f4d\u5165\u53c2\u5316，\u4e14\u5728\u5f00\u4ed3\u65f6\u843d\u5e93\u6b62\u635f\u4ef7\u4e0d\u8981\u7528"\u6b62\u635f\u6bd4\u4f8b"\u5728\u6301\u4ed3\u4e2d\u52a8\u6001\u7b97，\u5e94\u8be5\u5728\u5f00\u4ed3\u90a3\u4e00\u523b\u7b97\u51fa\u7edd\u5bf9\u4ef7\u683c\u5e76\u5199\u8fdb\u8ba2\u5355\u8868\u3002\u6539\u6b62\u635f\u9700\u8981\u4e00\u6b21\u663e\u5f0f\u7684\u3001\u6709\u8bb0\u5f55\u7684\u64cd\u4f5c\u30022. \u89c4\u5219\u5f15\u64ce\u548c\u6267\u884c\u5f15\u64ce\u5206\u79bb\u89c4\u5219\u5f15\u64ce\u8dd1\u5728\u65e0 UI \u7684\u8fdb\u7a0b\u91cc，\u6267\u884c\u5668\u53ea\u8d1f\u8d23\u53d1\u5355\u3002\u4eba\u76ef\u7740\u5c4f\u5e55\u7684\u65f6\u5019，\u6267\u884c\u5668\u524d\u9762\u6700\u597d\u6ca1\u6709\u624b\u5de5\u5e72\u9884\u5165\u53e3\u30023. \u8bb0\u5f55\u51b3\u7b56\u4f9d\u636e，\u4e0d\u53ea\u8bb0\u5f55\u6210\u4ea4\u8ba2\u5355\u8868\u52a0\u4e24\u4e2a\u5b57\u6bb5：signal_id（\u89e6\u53d1\u4fe1\u53f7）\u548crule_version（\u5f53\u65f6\u7528\u7684\u89c4\u5219\u7248\u672c）\u3002\u590d\u76d8\u65f6\u80fd\u56de\u6eaf"\u8fd9\u662f\u7b56\u7565\u8d5a\u7684，\u8fd8\u662f\u6211\u624b\u6ed1\u8d5a\u7684"\u30024. \u7528\u6548\u7528\u800c\u4e0d\u662f\u76c8\u4e8f\u505a\u590d\u76d8\u6307\u6807\u590d\u76d8\u8868\u91cc\u540c\u65f6\u8bb0\u4e24\u5217：pnl（\u5ba2\u89c2）\u548c plan_adherence（\u662f\u5426\u6309\u89c4\u5219\u6267\u884c，\u5e03\u5c14\u503c）\u3002\u957f\u671f\u770b，\u540e\u8005\u548c\u8d26\u6237\u66f2\u7ebf\u7684\u5173\u7cfb\u66f4\u7a33\u5b9a\u3002## \u4e94\u3001\u5c0f\u7ed3\u635f\u5931\u538c\u6076\u4e0d\u662f\u7f3a\u9677，\u662f\u4e00\u4e2a\u53ef\u4ee5\u5efa\u6a21\u7684\u53c2\u6570\u3002\u4e00\u65e6\u5b83\u53d8\u6210\u53c2\u6570，\u5c31\u4e0d\u518d\u662f\u4e0d\u53ef\u63a7\u7684\u60c5\u7eea，\u800c\u662f\u4e00\u4e2a\u53ef\u4ee5\u5199\u8fdb\u4ee3\u7801\u3001\u53ef\u4ee5\u88ab\u6d4b\u8bd5\u3001\u53ef\u4ee5\u88ab\u5bf9\u51b2\u7684\u8f93\u5165\u3002\u5bf9\u505a\u91cf\u5316\u7684\u4eba，\u771f\u6b63\u7684\u95e8\u69db\u4ece\u6765\u4e0d\u5728\u4e8e\u4f1a\u4e0d\u4f1a\u5199\u7b56\u7565，\u800c\u5728\u4e8e\u80fd\u4e0d\u80fd\u628a\u81ea\u5df1\u7684\u884c\u4e3a\u4e5f\u5f53\u6210\u4e00\u4e2a\u9700\u8981\u88ab\u9a8c\u8bc1\u7684\u7cfb\u7edf\u3002\u2014\u5408\u89c4\u58f0\u660e：\u672c\u6587\u4e3a\u884c\u4e3a\u91d1\u878d\u5b66\u4e0e\u7f16\u7a0b\u5b9e\u8df5\u7684\u79d1\u666e\u5206\u4eab，\u4ec5\u4ee3\u8868\u4e2a\u4eba\u89c2\u70b9，\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002\u6587\u4e2d\u4ee3\u7801\u4ec5\u7528\u4e8e\u539f\u7406\u6f14\u793a，\u4e0d\u6784\u6210\u4efb\u4f55\u53ef\u76f4\u63a5\u7528\u4e8e\u5b9e\u76d8\u7684\u7b56\u7565\u3002\u5e02\u573a\u6709\u98ce\u9669，\u6295\u8d44\u9700\u8c28\u614e\u3002<\/h2>\n","protected":false},"excerpt":{"rendered":"

\u7528 Python \u91cf\u5316\\”\u635f\u5931\u538c\u6076\\”：\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86\u5199\u4ea4\u6613\u7a0b\u5e8f\u7684\u4eba\u5e38\u6709\u4e2a\u9519\u89c9：\u7b56\u7565\u56de\u6d4b\u5e74\u531630%，\u5b9e\u76d8\u5c31\u8be5\u8d5a30%\u3002\u5b9e\u9645\u5f80\u5f80\u5dee\u5f88\u8fdc\u3002\u5dee\u5f02\u7684\u4e00\u5927\u6765\u6e90\u4e0d\u5728\u7b56\u7565，\u5728\u6267\u884c\u8005\u672c\u8eab\u7684\u5fc3\u7406\u504f\u5dee\u3002\u4eca\u5929\u4e0d\u804a\u7b56\u7565，\u804a\u4e00\u4e2a\u80fd\u76f4\u63a5\u7528\u4ee3\u7801\u91cf\u5316\u7684\u504f\u5dee：\u635f\u5931\u538c\u6076\u3002## \u4e00\u3001\u5148\u628a\u6982\u5ff5\u53d8\u6210\u4e00\u4e2a\u53ef\u8ba1\u7b97\u7684\u91cf\u635f\u5931\u538c\u6076\u7684\u6807\u51c6\u8868\u8ff0\u662f：\u540c\u7b49\u91d1\u989d\u4e0b，\u635f\u5931\u7684\u6548\u7528\u4e0b\u964d\u5e45\u5ea6\u5927\u4e8e\u6536\u76ca\u7684\u6548\u7528\u4e0a\u5347\u5e45\u5ea6\u3002\u7528\u4ef7\u503c\u51fd\u6570\u8868<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,190],"topic":[],"class_list":["post-122012","post","type-post","status-publish","format-standard","hentry","category-server","tag-python","tag-190"],"yoast_head":"\n\u7528 Python \u91cf\u5316\u201c\u635f\u5931\u538c\u6076\u201c\uff1a\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/122012.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7528 Python \u91cf\u5316\u201c\u635f\u5931\u538c\u6076\u201c\uff1a\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u7528 Python \u91cf\u5316"\u635f\u5931\u538c\u6076"：\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86\u5199\u4ea4\u6613\u7a0b\u5e8f\u7684\u4eba\u5e38\u6709\u4e2a\u9519\u89c9：\u7b56\u7565\u56de\u6d4b\u5e74\u531630%，\u5b9e\u76d8\u5c31\u8be5\u8d5a30%\u3002\u5b9e\u9645\u5f80\u5f80\u5dee\u5f88\u8fdc\u3002\u5dee\u5f02\u7684\u4e00\u5927\u6765\u6e90\u4e0d\u5728\u7b56\u7565，\u5728\u6267\u884c\u8005\u672c\u8eab\u7684\u5fc3\u7406\u504f\u5dee\u3002\u4eca\u5929\u4e0d\u804a\u7b56\u7565，\u804a\u4e00\u4e2a\u80fd\u76f4\u63a5\u7528\u4ee3\u7801\u91cf\u5316\u7684\u504f\u5dee：\u635f\u5931\u538c\u6076\u3002## \u4e00\u3001\u5148\u628a\u6982\u5ff5\u53d8\u6210\u4e00\u4e2a\u53ef\u8ba1\u7b97\u7684\u91cf\u635f\u5931\u538c\u6076\u7684\u6807\u51c6\u8868\u8ff0\u662f：\u540c\u7b49\u91d1\u989d\u4e0b，\u635f\u5931\u7684\u6548\u7528\u4e0b\u964d\u5e45\u5ea6\u5927\u4e8e\u6536\u76ca\u7684\u6548\u7528\u4e0a\u5347\u5e45\u5ea6\u3002\u7528\u4ef7\u503c\u51fd\u6570\u8868\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/122012.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-11-03T22:08:36+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/122012.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/122012.html\",\"name\":\"\u7528 Python \u91cf\u5316\u201c\u635f\u5931\u538c\u6076\u201c\uff1a\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-11-03T22:08:36+00:00\",\"dateModified\":\"2026-11-03T22:08:36+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/122012.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/122012.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/122012.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u7528 Python \u91cf\u5316\u201c\u635f\u5931\u538c\u6076\u201c\uff1a\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u7528 Python \u91cf\u5316\u201c\u635f\u5931\u538c\u6076\u201c\uff1a\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/122012.html","og_locale":"zh_CN","og_type":"article","og_title":"\u7528 Python \u91cf\u5316\u201c\u635f\u5931\u538c\u6076\u201c\uff1a\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u7528 Python \u91cf\u5316\"\u635f\u5931\u538c\u6076\"：\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86\u5199\u4ea4\u6613\u7a0b\u5e8f\u7684\u4eba\u5e38\u6709\u4e2a\u9519\u89c9：\u7b56\u7565\u56de\u6d4b\u5e74\u531630%，\u5b9e\u76d8\u5c31\u8be5\u8d5a30%\u3002\u5b9e\u9645\u5f80\u5f80\u5dee\u5f88\u8fdc\u3002\u5dee\u5f02\u7684\u4e00\u5927\u6765\u6e90\u4e0d\u5728\u7b56\u7565，\u5728\u6267\u884c\u8005\u672c\u8eab\u7684\u5fc3\u7406\u504f\u5dee\u3002\u4eca\u5929\u4e0d\u804a\u7b56\u7565，\u804a\u4e00\u4e2a\u80fd\u76f4\u63a5\u7528\u4ee3\u7801\u91cf\u5316\u7684\u504f\u5dee：\u635f\u5931\u538c\u6076\u3002## \u4e00\u3001\u5148\u628a\u6982\u5ff5\u53d8\u6210\u4e00\u4e2a\u53ef\u8ba1\u7b97\u7684\u91cf\u635f\u5931\u538c\u6076\u7684\u6807\u51c6\u8868\u8ff0\u662f：\u540c\u7b49\u91d1\u989d\u4e0b，\u635f\u5931\u7684\u6548\u7528\u4e0b\u964d\u5e45\u5ea6\u5927\u4e8e\u6536\u76ca\u7684\u6548\u7528\u4e0a\u5347\u5e45\u5ea6\u3002\u7528\u4ef7\u503c\u51fd\u6570\u8868","og_url":"https:\/\/www.wsisp.com\/helps\/122012.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-11-03T22:08:36+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/122012.html","url":"https:\/\/www.wsisp.com\/helps\/122012.html","name":"\u7528 Python \u91cf\u5316\u201c\u635f\u5931\u538c\u6076\u201c\uff1a\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-11-03T22:08:36+00:00","dateModified":"2026-11-03T22:08:36+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/122012.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/122012.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/122012.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u7528 Python \u91cf\u5316\u201c\u635f\u5931\u538c\u6076\u201c\uff1a\u4e3a\u4ec0\u4e48\u4f60\u7684\u6b62\u635f\u603b\u662f\u6267\u884c\u4e0d\u4e86"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/122012","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=122012"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/122012\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=122012"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=122012"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=122012"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=122012"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}