{"id":50913,"date":"2025-08-10T14:34:18","date_gmt":"2025-08-10T06:34:18","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/50913.html"},"modified":"2025-08-10T14:34:18","modified_gmt":"2025-08-10T06:34:18","slug":"%e9%87%8f%e5%8c%96%e8%87%aa%e5%8a%a8%e4%ba%a4%e6%98%93%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%bc%80%e5%8f%91%e7%9a%84%e6%a0%b8%e5%bf%83%e7%ad%96%e7%95%a5%e4%b8%8e%e7%b3%bb%e7%bb%9f%e6%9e%b6%e6%9e%84","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/50913.html","title":{"rendered":"\u91cf\u5316\u81ea\u52a8\u4ea4\u6613\u673a\u5668\u4eba\u5f00\u53d1\u7684\u6838\u5fc3\u7b56\u7565\u4e0e\u7cfb\u7edf\u67b6\u6784"},"content":{"rendered":"<p>\u3000<\/p>\n<p>\u3000\u3000\u91cf\u5316\u4ea4\u6613\u6b63\u5728\u91cd\u5851\u91d1\u878d\u5e02\u573a\u683c\u5c40,\u81ea\u52a8\u4ea4\u6613\u673a\u5668\u4eba\u51ed\u501f\u5176 \u00a0\u65e0\u60c5\u7eea\u5e72\u6270\u3001\u9ad8\u6267\u884c\u7cbe\u5ea6\u4e0e7\u00d724\u5c0f\u65f6\u8fd0\u4f5c \u00a0\u7684\u4f18\u52bf,\u5df2\u6210\u4e3a\u673a\u6784\u4e0e\u4e2a\u4eba\u6295\u8d44\u8005\u7684\u6838\u5fc3\u5de5\u5177\u3002\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u5408\u7ea6\u73b0\u8d27\u53cc\u5e02\u573a\u91cf\u5316\u673a\u5668\u4eba\u7684 \u00a0\u7b56\u7565\u8bbe\u8ba1\u3001\u6280\u672f\u5b9e\u73b0\u4e0e\u7cfb\u7edf\u67b6\u6784 \u00a0,\u5e76\u9644\u5173\u952e\u6a21\u5757\u7684\u4ee3\u7801\u793a\u4f8b\u3002<\/p>\n<p>\u3000\u3000\u4e00\u3001\u6838\u5fc3\u7b56\u7565\u6a21\u5757\u5f00\u53d1\u4e0e\u5b9e\u73b0<\/p>\n<p>\u3000\u30001. \u00a0\u7f51\u683c\u7b56\u7565:\u9707\u8361\u5e02\u573a\u7684\u6536\u76ca\u5f15\u64ce \u00a0<\/p>\n<p>\u3000\u3000\u7f51\u683c\u7b56\u7565\u7684\u6838\u5fc3\u662f \u00a0\u201c\u4ed3\u4f4d\u7ba1\u7406\u4f18\u4e8e\u62e9\u65f6\u201d \u00a0,\u901a\u8fc7\u6784\u5efa\u4ef7\u683c\u533a\u95f4\u5185\u7684\u4e70\u5356\u7f51\u683c\u6355\u83b7\u9707\u8361\u5229\u6da6\u3002\u5176\u6280\u672f\u5b9e\u73b0\u5206\u4e3a\u4e09\u5c42:<\/p>\n<p>\u3000\u3000python<\/p>\n<p>\u3000\u3000importpandasaspd<\/p>\n<p>\u3000\u3000importnumpyasnp<\/p>\n<p>\u3000\u3000#\u521d\u59cb\u5316\u7f51\u683c\u53c2\u6570:\u57fa\u4e8e\u5747\u503c\u4e0e\u6807\u51c6\u5dee\u5212\u5206\u533a\u95f4<\/p>\n<p>\u3000\u3000definit_grid_strategy():<\/p>\n<p>\u3000\u3000records&#061;exchange.GetRecords()#\u83b7\u53d6K\u7ebf\u6570\u636e<\/p>\n<p>\u3000\u3000closes&#061;records.Close<\/p>\n<p>\u3000\u3000mean_price&#061;np.mean(closes[-300:])#\u53d6\u6700\u8fd1300\u5468\u671f\u5747\u503c<\/p>\n<p>\u3000\u3000std_dev&#061;np.std(closes[-300:])<\/p>\n<p>\u3000\u3000#\u5b9a\u4e49\u7f51\u683c\u8fb9\u754c:\u5747\u503c\u00b11\/2\u6807\u51c6\u5dee\u4e3a\u5173\u952e\u5206\u754c\u7ebf<\/p>\n<p>\u3000\u3000context.bands&#061;[<\/p>\n<p>\u3000\u3000mean_price-2*std_dev,<\/p>\n<p>\u3000\u3000mean_price-1*std_dev,<\/p>\n<p>\u3000\u3000mean_price&#043;1*std_dev,<\/p>\n<p>\u3000\u3000mean_price&#043;2*std_dev<\/p>\n<p>\u3000\u3000]<\/p>\n<p>\u3000\u3000context.weights&#061;[-0.5,-0.3,0.3,0.5]#\u5bf9\u5e94\u4ed3\u4f4d\u6743\u91cd<\/p>\n<p>\u3000\u3000\u4ed3\u4f4d\u8c03\u5ea6\u903b\u8f91\u901a\u8fc7&#096;pd.cut()&#096;\u5b9e\u73b0\u4ef7\u683c\u533a\u95f4\u5b9a\u4f4d:<\/p>\n<p>\u3000\u3000python<\/p>\n<p>\u3000\u3000defon_tick(data):<\/p>\n<p>\u3000\u3000current_price&#061;data[&#039;last&#039;]<\/p>\n<p>\u3000\u3000grid_index&#061;pd.cut([current_price],bins&#061;context.bands,labels&#061;False)[0]<\/p>\n<p>\u3000\u3000ifgrid_index&#061;&#061;0:#\u4ef7\u683c\u4f4e\u4e8e-2\u500d\u6807\u51c6\u5dee:\u6ee1\u4ed3\u505a\u591a<\/p>\n<p>\u3000\u3000execute_order(&#034;buy&#034;,context.weights[0])<\/p>\n<p>\u3000\u3000elifgrid_index&amp;gt;&#061;3:#\u4ef7\u683c\u9ad8\u4e8e&#043;2\u500d\u6807\u51c6\u5dee:\u6ee1\u4ed3\u505a\u7a7a<\/p>\n<p>\u3000\u3000execute_order(&#034;sell&#034;,context.weights[3])<\/p>\n<p>\u3000\u3000&amp;gt; \u00a0\u5173\u952e\u4f18\u5316\u70b9 \u00a0:\u5f15\u5165\u52a8\u6001\u7f51\u683c\u8c03\u6574\u673a\u5236,\u5f53ATR(\u5e73\u5747\u771f\u5b9e\u6ce2\u5e45)\u8d85\u8fc7\u9608\u503c\u65f6\u81ea\u52a8\u6269\u5927\u7f51\u683c\u95f4\u8ddd,\u907f\u514d\u5728\u6781\u7aef\u884c\u60c5\u4e2d\u8fc7\u5ea6\u4ea4\u6613\u3002<\/p>\n<p>\u3000\u30002. \u00a0\u8d8b\u52bf\u8ddf\u8e2a\u7b56\u7565:\u52a8\u91cf\u884c\u60c5\u7684\u6355\u624b \u00a0<\/p>\n<p>\u3000\u3000\u8d8b\u52bf\u7b56\u7565\u4f9d\u8d56 \u00a0\u591a\u6307\u6807\u534f\u540c\u9a8c\u8bc1 \u00a0\u964d\u4f4e\u5047\u4fe1\u53f7\u6982\u7387\u3002\u7ecf\u5178\u7ec4\u5408:<\/p>\n<p>\u3000\u3000\u00a0 \u4e09\u91cdEMA\u6ee4\u6ce2 \u00a0:5\u5468\u671f\u300120\u5468\u671f\u300160\u5468\u671fEMA\u5448\u73b0\u591a\u5934\u6392\u5217\u65f6\u786e\u8ba4\u8d8b\u52bf<\/p>\n<p>\u3000\u3000\u00a0 RSI\u52a8\u91cf\u8fc7\u6ee4 \u00a0:RSI&amp;gt;60\u4e14\u6301\u7eed\u4e0a\u5347\u65f6\u589e\u5f3a\u505a\u591a\u4fe1\u53f7\u53ef\u9760\u6027<\/p>\n<p>\u3000\u3000python<\/p>\n<p>\u3000\u3000#\u8d8b\u52bf\u4fe1\u53f7\u751f\u6210\u5668<\/p>\n<p>\u3000\u3000defgenerate_trend_signal(prices):<\/p>\n<p>\u3000\u3000ema5&#061;prices.ewm(span&#061;5).mean()<\/p>\n<p>\u3000\u3000ema20&#061;prices.ewm(span&#061;20).mean()<\/p>\n<p>\u3000\u3000rsi&#061;compute_rsi(prices,period&#061;14)<\/p>\n<p>\u3000\u3000ifema5.iloc[-1]&amp;gt;ema20.iloc[-1]&amp;gt;ema60.iloc[-1]andrsi.iloc[-1]&amp;gt;60:<\/p>\n<p>\u3000\u3000return&#034;LONG&#034;<\/p>\n<p>\u3000\u3000elifinverse_condition:<\/p>\n<p>\u3000\u3000return&#034;SHORT&#034;<\/p>\n<p>\u3000\u30003. \u00a0\u8ddf\u5355\u7b56\u7565:\u793e\u4ea4\u5316\u4ea4\u6613\u7684\u5b9e\u73b0 \u00a0<\/p>\n<p>\u3000\u3000\u8ddf\u5355\u7cfb\u7edf\u7684\u6838\u5fc3\u6280\u672f\u5728\u4e8e \u00a0\u5b9e\u65f6\u6307\u4ee4\u540c\u6b65\u4e0e\u98ce\u63a7\u8054\u52a8 \u00a0:<\/p>\n<p>\u3000\u3000\u00a0 \u6307\u4ee4\u538b\u7f29\u4f20\u8f93 \u00a0:\u91c7\u7528protobuf\u7f16\u7801\u4ea4\u6613\u4fe1\u53f7,\u5ef6\u8fdf&amp;lt;50ms<\/p>\n<p>\u3000\u3000\u00a0 \u52a8\u6001\u6760\u6746\u63a7\u5236 \u00a0:\u8ddf\u968f\u8005\u4ed3\u4f4d\u6839\u636e\u8d26\u6237\u4f59\u989d\u6bd4\u4f8b\u81ea\u52a8\u6821\u51c6<\/p>\n<p>\u3000\u3000python<\/p>\n<p>\u3000\u3000#\u8ddf\u5355\u98ce\u63a7\u793a\u4f8b:\u6700\u5927\u56de\u64a4\u6b62\u635f<\/p>\n<p>\u3000\u3000defcopy_trade_risk_control(trader_id,follower_id):<\/p>\n<p>\u3000\u3000trader_equity&#061;get_equity(trader_id)<\/p>\n<p>\u3000\u3000follower_equity&#061;get_equity(follower_id)<\/p>\n<p>\u3000\u3000max_drawdown&#061;0.15#\u5141\u8bb8\u6700\u5927\u56de\u64a415%<\/p>\n<p>\u3000\u3000iffollower_equity&amp;lt;(initial_equity*(1-max_drawdown)):<\/p>\n<p>\u3000\u3000close_all_positions(follower_id)#\u89e6\u53d1\u6e05\u4ed3<\/p>\n<p>\u3000\u3000\u4e8c\u3001\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1:\u9ad8\u5e76\u53d1\u4f4e\u5ef6\u8fdf\u7684\u57fa\u77f3<\/p>\n<p>\u3000\u30001. \u00a0\u6570\u636e\u5904\u7406\u5c42 \u00a0<\/p>\n<p>\u3000\u3000\u00a0 \u5b9e\u65f6\u6d41\u5904\u7406 \u00a0:Kafka\u627f\u63a5\u4ea4\u6613\u6240WebSocket\u6570\u636e\u6d41<\/p>\n<p>\u3000\u3000\u00a0 \u7f13\u5b58\u52a0\u901f \u00a0:Redis\u5b58\u50a8\u5206\u949f\u7ea7K\u7ebf,\u964d\u4f4e\u6570\u636e\u5e93\u538b\u529b<\/p>\n<p>\u3000\u3000\u00a0 \u5206\u5e03\u5f0f\u8ba1\u7b97 \u00a0:SparkStreaming\u5b9e\u65f6\u8ba1\u7b97\u6280\u672f\u6307\u6807<\/p>\n<p>\u3000\u30002. \u00a0\u7b56\u7565\u6267\u884c\u5c42 \u00a0<\/p>\n<p>\u3000\u3000|\u6a21\u5757|\u6280\u672f\u9009\u578b|\u6027\u80fd\u8981\u6c42|<\/p>\n<p>\u3000\u3000|&#8212;&#8212;&#8212;&#8212;&#8212;|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;|<\/p>\n<p>\u3000\u3000|\u8ba2\u5355\u6267\u884c|C&#043;&#043;&#043;ZeroMQ|\u5ef6\u8fdf&amp;lt;10ms|<\/p>\n<p>\u3000\u3000|\u56de\u6d4b\u5f15\u64ce|Python&#043;Pandas|\u652f\u6301\u5343\u4e07\u7ea7tick|<\/p>\n<p>\u3000\u3000|\u53c2\u6570\u4f18\u5316|RayTune\u6846\u67b6|\u5206\u5e03\u5f0f\u8d85\u53c2\u641c\u7d22|<\/p>\n<p>\u3000\u30003. \u00a0\u98ce\u63a7\u4f53\u7cfb \u00a0<\/p>\n<p>\u3000\u3000\u00a0 \u591a\u5c42\u7194\u65ad\u673a\u5236 \u00a0:<\/p>\n<p>\u3000\u30001.\u5355\u7b14\u635f\u5931&amp;gt;2%\u89e6\u53d1\u6682\u505c<\/p>\n<p>\u3000\u30002.\u5c0f\u65f6\u7d2f\u8ba1\u635f\u5931&amp;gt;5%\u505c\u6b62\u4ea4\u6613<\/p>\n<p>\u3000\u30003.API\u5f02\u5e38\u68c0\u6d4b\u81ea\u52a8\u5207\u6362\u5907\u7528\u901a\u9053<\/p>\n<p>\u3000\u3000\u00a0 \u6301\u4ed3\u5bf9\u51b2 \u00a0:\u73b0\u8d27\u4e0e\u5408\u7ea6\u5e02\u573a\u81ea\u52a8\u53cd\u5411\u5f00\u4ed3,\u5b9e\u73b0Delta\u4e2d\u6027<\/p>\n<p>\u3000\u3000\u4e09\u3001\u56de\u6d4b\u4e0e\u5b9e\u76d8\u5173\u952e\u6280\u672f<\/p>\n<p>\u3000\u30001. \u00a0\u907f\u514d\u8fc7\u62df\u5408\u7684\u8fdb\u9636\u56de\u6d4b \u00a0<\/p>\n<p>\u3000\u3000\u00a0 \u6eda\u52a8\u7a97\u53e3\u4f18\u5316 \u00a0:\u91c7\u7528walk-forward\u5206\u6790,\u524d70%\u6570\u636e\u8bad\u7ec3,\u540e30%\u9a8c\u8bc1<\/p>\n<p>\u3000\u3000\u00a0 \u8499\u7279\u5361\u6d1b\u538b\u529b\u6d4b\u8bd5 \u00a0:\u968f\u673a\u6270\u52a8\u6ed1\u70b9\u3001\u624b\u7eed\u8d39\u53c2\u6570500\u6b21\u6a21\u62df<\/p>\n<p>\u3000\u3000python<\/p>\n<p>\u3000\u3000frombacktestingimportBacktest,Strategy<\/p>\n<p>\u3000\u3000classMonteCarloBacktest(Backtest):<\/p>\n<p>\u3000\u3000defmonte_carlo_test(self,n_runs&#061;500):<\/p>\n<p>\u3000\u3000results&#061;[]<\/p>\n<p>\u3000\u3000for_inrange(n_runs):<\/p>\n<p>\u3000\u3000self.config.slippage&#061;random.uniform(0.0001,0.0005)<\/p>\n<p>\u3000\u3000self.run()<\/p>\n<p>\u3000\u3000results.append(self.stats[&#039;Sharpe&#039;])<\/p>\n<p>\u3000\u3000returnpd.Series(results)<\/p>\n<p>\u3000\u30002. \u00a0\u5b9e\u76d8-\u56de\u6d4b\u4e00\u81f4\u6027\u4fdd\u969c \u00a0<\/p>\n<p>\u3000\u3000\u00a0 \u64ae\u5408\u4eff\u771f \u00a0:\u8bb0\u5f55Level2\u8ba2\u5355\u7c3f\u91cd\u5efa\u4ea4\u6613\u73af\u5883<\/p>\n<p>\u3000\u3000\u00a0 \u786c\u4ef6\u65f6\u949f\u540c\u6b65 \u00a0:NTP\u534f\u8bae\u6821\u51c6\u81f3\u6beb\u79d2\u7ea7\u8bef\u5dee<\/p>\n<p>\u3000\u3000\u56db\u3001\u6280\u672f\u9009\u578b\u5efa\u8bae<\/p>\n<p>\u3000\u30001.\u5f00\u53d1\u6846\u67b6\u5bf9\u6bd4<\/p>\n<p>\u3000\u3000|\u9700\u6c42\u573a\u666f|\u63a8\u8350\u65b9\u6848|\u4f18\u52bf|<\/p>\n<p>\u3000\u3000|&#8212;&#8212;&#8212;&#8212;&#8212;-|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;|<\/p>\n<p>\u3000\u3000|\u5feb\u901f\u539f\u578b\u9a8c\u8bc1|Backtrader(Python)|\u7b56\u7565\u7f16\u5199\u4fbf\u6377|<\/p>\n<p>\u3000\u3000|\u4f4e\u5ef6\u8fdf\u4ea4\u6613|C&#043;&#043;\/Rust&#043;FIX\u534f\u8bae|\u5fae\u79d2\u7ea7\u6267\u884c|<\/p>\n<p>\u3000\u3000|\u591a\u4ea4\u6613\u6240\u652f\u6301|CCXT\u5e93|\u7edf\u4e00API\u63a5\u53e3\u5c01\u88c5|<\/p>\n<p>\u3000\u30002.\u57fa\u7840\u8bbe\u65bd\u9009\u62e9<\/p>\n<p>\u3000\u3000\u00a0 \u4ea4\u6613\u6240\u76f4\u8fde \u00a0:Binance\/OKX\u7684co-location\u6258\u7ba1\u670d\u52a1<\/p>\n<p>\u3000\u3000\u00a0 \u4e91\u670d\u52a1\u4f18\u5316 \u00a0:AWS\u7684m5d.24xlarge\u673a\u578b&#043;SRD\u7f51\u7edc\u589e\u5f3a<\/p>\n<p>\u3000\u3000\u4e94\u3001\u524d\u6cbf\u65b9\u5411:AI\u4e0e\u5408\u89c4\u6f14\u8fdb<\/p>\n<p>\u3000\u30001. \u00a0\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\u4f18\u5316 \u00a0<\/p>\n<p>\u3000\u3000PPO\u7b97\u6cd5\u52a8\u6001\u8c03\u6574\u7f51\u683c\u5bc6\u5ea6\u4e0e\u4ed3\u4f4d\u6743\u91cd,\u590f\u666e\u6bd4\u7387\u63d0\u534727%<\/p>\n<p>\u3000\u30002. \u00a0\u96f6\u77e5\u8bc6\u8bc1\u660e(ZKP) \u00a0<\/p>\n<p>\u3000\u3000\u5b9e\u73b0\u4ea4\u6613\u8bb0\u5f55\u7684\u53ef\u9a8c\u8bc1\u9690\u79c1,\u6ee1\u8db3MiCA\u7b49\u76d1\u7ba1\u8981\u6c42<\/p>\n<p>\u3000\u30003. \u00a0\u8de8\u94fe\u6d41\u52a8\u6027\u805a\u5408 \u00a0<\/p>\n<p>\u3000\u3000\u57fa\u4e8eLayerZero\u7684\u8de8\u6240\u5957\u5229\u6a21\u5757\u6355\u83b7\u5b9a\u4ef7\u504f\u5dee\u6536\u76ca<\/p>\n<p>\u3000\u3000&amp;gt; \u00a0\u5f00\u53d1\u8005\u8b66\u793a \u00a0:2024\u5e74\u8d77,SEC\u8981\u6c42\u6240\u6709\u81ea\u52a8\u4ea4\u6613\u7cfb\u7edf\u9700\u901a\u8fc7SCSR(\u7b56\u7565\u5408\u89c4\u6027\u5ba1\u67e5),\u5efa\u8bae\u5185\u7f6eRegTech\u5b50\u6a21\u5757\u9884\u5148\u68c0\u6d4b\u4ea4\u6613\u884c\u4e3a\u5408\u89c4\u6027\u3002<\/p>\n<p>\u3000\u3000\u7ed3\u8bed:\u6784\u5efa\u6301\u7eed\u76c8\u5229\u7cfb\u7edf\u7684\u5173\u952e\u8981\u7d20<\/p>\n<p>\u3000\u3000\u6210\u529f\u7684\u91cf\u5316\u7cfb\u7edf\u9700\u517c\u987e \u00a0\u7b56\u7565\u903b\u8f91\u4e25\u8c28\u6027\u3001\u5de5\u7a0b\u5b9e\u73b0\u9c81\u68d2\u6027\u4e0e\u98ce\u63a7\u5b8c\u5907\u6027 \u00a0\u3002\u5efa\u8bae\u91c7\u7528:<\/p>\n<p>\u3000\u30001. \u00a0\u6a21\u5757\u5316\u5f00\u53d1 \u00a0:\u5206\u79bb\u7b56\u7565\u3001\u6267\u884c\u3001\u98ce\u63a7\u6a21\u5757,\u4fbf\u4e8e\u8fed\u4ee3<\/p>\n<p>\u3000\u30002. \u00a0\u7070\u5ea6\u53d1\u5e03\u673a\u5236 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