{"id":83127,"date":"2026-07-25T17:32:52","date_gmt":"2026-07-25T09:32:52","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83127.html"},"modified":"2026-07-25T17:32:52","modified_gmt":"2026-07-25T09:32:52","slug":"2026python%e5%86%85%e5%ad%98%e4%bc%98%e5%8c%96%e5%ae%9e%e6%88%98%e6%95%99%e7%a8%8b%ef%bc%9anumpy%e5%b8%83%e5%b0%94%e6%95%b0%e7%bb%84%e4%bb%8e95mb%e5%8e%8b%e7%bc%a9%e5%88%b010mb%ef%bc%8c%e6%80%a7","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83127.html","title":{"rendered":"2026Python\u5185\u5b58\u4f18\u5316\u5b9e\u6218\u6559\u7a0b\uff1anumpy\u5e03\u5c14\u6570\u7ec4\u4ece95MB\u538b\u7f29\u523010MB\uff0c\u6027\u80fd\u8fd8\u5feb30%"},"content":{"rendered":"<p>\u505aPython\u5f00\u53d1\u7684\u540c\u5b66\u4e00\u5b9a\u90fd\u9047\u5230\u8fc7\u5185\u5b58\u4f18\u5316\u7684\u95ee\u9898&#xff0c;\u5c24\u5176\u662f\u7528numpy\u505a\u5927\u6570\u636e\u5904\u7406\u3001\u673a\u5668\u5b66\u4e60\u7279\u5f81\u5de5\u7a0b\u7684\u65f6\u5019&#xff0c;\u5e03\u5c14\u6570\u7ec4\u5360\u7684\u5185\u5b58\u7ecf\u5e38\u8d85\u51fa\u9884\u671f\u3002\u4eca\u5929\u8fd9\u7bc7Python\u5185\u5b58\u4f18\u5316\u5b9e\u6218\u6559\u7a0b&#xff0c;\u5c31\u6559\u5927\u5bb6\u600e\u4e48\u628anumpy\u5e03\u5c14\u6570\u7ec4\u4ece95MB\u538b\u7f29\u523010MB&#xff0c;\u6027\u80fd\u8fd8\u80fd\u63d0\u534730%&#xff0c;\u770b\u5b8c\u76f4\u63a5\u5c31\u80fd\u7528\u5230\u9879\u76ee\u91cc\u3002<\/p>\n<\/p>\n<p>## \u4e00\u3001\u4e3a\u4ec0\u4e48numpy\u5e03\u5c14\u6570\u7ec4\u8fd9\u4e48\u5360\u5185\u5b58&#xff1f;<\/p>\n<p>\u5f88\u591a\u4eba\u505anumpy\u6027\u80fd\u4f18\u5316\u7684\u65f6\u5019\u90fd\u4f1a\u5ffd\u7565\u5e03\u5c14\u503c\u7684\u5185\u5b58\u5360\u7528&#xff1a;<\/p>\n<p>&#8211; numpy.bool_\u6bcf\u4e2a\u503c\u53601\u5b57\u8282&#xff0c;\u770b\u8d77\u6765\u5f88\u5c0f&#xff0c;\u4f46\u662f1\u4ebf\u4e2a\u5e03\u5c14\u503c\u5c31\u8981\u536095.4MB<\/p>\n<p>&#8211; \u5982\u679c\u662f10\u4ebf\u4e2a\u7528\u6237\u6807\u7b7e\u3001\u7279\u5f81\u6807\u8bb0&#xff0c;\u7528numpy\u5b58\u5c31\u8981\u8fd11GB\u5185\u5b58&#xff0c;\u670d\u52a1\u5668\u5f88\u5bb9\u6613OOM<\/p>\n<p>&#8211; \u666e\u901a\u7684bitarray\u867d\u71361bit\u5b58\u4e00\u4e2a\u503c&#xff0c;\u4f46\u662f\u968f\u673a\u8bbf\u95ee\u6027\u80fd\u5dee&#xff0c;\u8fde\u7eed\u76f8\u540c\u503c\u7684\u65f6\u5019\u4e5f\u4e0d\u538b\u7f29&#xff0c;\u5185\u5b58\u8fd8\u662f\u6709\u6d6a\u8d39<\/p>\n<\/p>\n<p>\u6211\u4eec\u7ebf\u4e0a\u505a\u63a8\u8350\u7cfb\u7edf\u7279\u5f81\u5de5\u7a0b\u7684\u65f6\u5019&#xff0c;\u4e00\u5f00\u59cb\u7528numpy\u5b5810\u4ebf\u4e2a\u7528\u6237\u5e03\u5c14\u7279\u5f81&#xff0c;\u5185\u5b58\u5360\u4e86\u8fd110GB&#xff0c;\u670d\u52a1\u542f\u52a8\u898110\u79d2&#xff0c;\u505a\u4e86\u5f88\u591anumpy\u6027\u80fd\u4f18\u5316\u90fd\u6ca1\u89e3\u51b3\u6839\u672c\u95ee\u9898&#xff0c;\u6700\u540e\u81ea\u5df1\u5b9e\u73b0\u4e86\u4e00\u4e2a\u6df7\u5408\u5e03\u5c14\u6570\u7ec4\u624d\u89e3\u51b3\u3002<\/p>\n<\/p>\n<p>## \u4e8c\u3001Python\u5185\u5b58\u4f18\u5316\u6700\u4f18\u65b9\u6848&#xff1a;\u52a8\u6001\u89c4\u5212\u6df7\u5408\u5b58\u50a8<\/p>\n<p>\u7eaf\u4f4d\u56fe\u548c\u7eafRLE\u90fd\u6709\u7f3a\u70b9&#xff0c;\u6700\u4f18\u7684Python\u5185\u5b58\u4f18\u5316\u65b9\u6848\u662f\u7528\u52a8\u6001\u89c4\u5212\u7b97\u6cd5\u81ea\u52a8\u6df7\u5408\u5b58\u50a8&#xff1a;<\/p>\n<p>1. \u8fde\u7eed\u76f8\u540c\u503c\u7684\u533a\u57df&#xff1a;\u81ea\u52a8\u7528RLE\u884c\u7a0b\u7f16\u7801\u538b\u7f29&#xff0c;\u8fde\u7eed10000\u4e2aTrue\u53ea\u9700\u8981\u5b58\u4e24\u4e2a\u6570&#xff0c;\u5185\u5b58\u51e0\u4e4e\u4e3a0<\/p>\n<p>2. \u968f\u673a\u5206\u5e03\u7684\u533a\u57df&#xff1a;\u81ea\u52a8\u7528\u4f4d\u56fe\u5b58\u50a8&#xff0c;1bit\u4e00\u4e2a\u503c&#xff0c;\u6ca1\u6709\u989d\u5916\u5f00\u9500<\/p>\n<p>3. DP\u7b97\u6cd5O(n)\u65f6\u95f4\u8ba1\u7b97\u5168\u5c40\u6700\u4f18\u5206\u5272\u70b9&#xff0c;\u81ea\u52a8\u5e73\u8861\u538b\u7f29\u7387\u548c\u8bbf\u95ee\u6027\u80fd&#xff0c;\u4e0d\u9700\u8981\u624b\u52a8\u914d\u7f6e<\/p>\n<\/p>\n<p>## \u4e09\u3001\u5f00\u6e90\u5b9e\u73b0&#xff1a;bool-hybrid-array<\/p>\n<p>\u6211\u4eec\u628a\u8fd9\u4e2aPython\u5185\u5b58\u4f18\u5316\u65b9\u6848\u505a\u6210\u4e86\u5f00\u6e90\u5e93bool-hybrid-array&#xff0c;\u6838\u5fc3\u7528Cython -O3\u7f16\u8bd1&#xff0c;\u628anumpy\u6027\u80fd\u4f18\u5316\u505a\u5230\u4e86\u6781\u81f4&#xff1a;<\/p>\n<\/p>\n<p>### \u6027\u80fd\u5bf9\u6bd4&#xff08;1\u4ebf\u4e2a\u6df7\u5408\u5206\u5e03\u5e03\u5c14\u503c&#xff0c;Python 3.12 \/ i7-12700K&#xff09;<\/p>\n<p>| \u6307\u6807 | Python list | numpy.bool_ | bitarray | BoolHybridArray |<\/p>\n<p>|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;|&#8212;&#8212;&#8212;&#8212;-|&#8212;&#8212;&#8212;&#8212;-|&#8212;&#8212;&#8212;-|&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;|<\/p>\n<p>| 1\u4ebf\u503c\u5185\u5b58\u5360\u7528 | ~812MB | ~95.4MB | ~12.5MB | **~9.7MB** |<\/p>\n<p>| \u968f\u673a\u8bfbQPS | 12.6M\/s | 29.1M\/s | 8.7M\/s | **39.2M\/s** |<\/p>\n<p>| \u987a\u5e8f\u5199QPS | 8.3M\/s | 15.2M\/s | 4.1M\/s | **30.8M\/s** |<\/p>\n<p>| 1\u4ebf\u503c\u5e8f\u5217\u5316\u5230\u6587\u4ef6 | 12.8s | 2.1s | 1.7s | **0.19s** |<\/p>\n<\/p>\n<p>\u505anumpy\u6027\u80fd\u4f18\u5316\u4e4b\u540e&#xff0c;\u5185\u5b58\u53ea\u6709\u539f\u6765\u76841\/10&#xff0c;\u968f\u673a\u8bfb\u6027\u80fd\u6bd4numpy\u8fd8\u5feb35%&#xff0c;\u5e8f\u5217\u5316\u901f\u5ea6\u5feb11\u500d&#xff0c;\u670d\u52a1\u51b7\u542f\u52a8\u76f4\u63a5\u4ece10\u79d2\u964d\u52300.2\u79d2\u3002<\/p>\n<\/p>\n<p>### \u4f7f\u7528\u65b9\u6cd5<\/p>\n<p>100%\u517c\u5bb9Python list\u548cnumpy\u5e38\u7528API&#xff0c;\u96f6\u5b66\u4e60\u6210\u672c&#xff0c;\u76f4\u63a5\u66ff\u6362\u5c31\u884c&#xff1a;<\/p>\n<p>&#096;&#096;&#096;python<\/p>\n<p># \u5b89\u88c5<\/p>\n<p>pip install bool-hybrid-array<\/p>\n<\/p>\n<p># \u4f7f\u7528<\/p>\n<p>from bool_hybrid_array import BoolHybridArray<\/p>\n<\/p>\n<p># \u548clist\u7528\u6cd5\u5b8c\u5168\u4e00\u6837<\/p>\n<p>arr &#061; BoolHybridArray()<\/p>\n<p>arr.append(True)<\/p>\n<p>arr.append(False)<\/p>\n<p>print(arr[0])<\/p>\n<p>print(arr[1:3])<\/p>\n<p>print(len(arr))<\/p>\n<p>&#096;&#096;&#096;<\/p>\n<\/p>\n<p>\u5176\u4ed6\u4f18\u5316\u70b9&#xff1a;<\/p>\n<p>&#8211; \u5185\u5b58\u6c60\u9884\u5206\u914d&#xff0c;\u51cf\u5c11\u7cfb\u7edf\u8c03\u7528\u5f00\u9500<\/p>\n<p>&#8211; \u70ed\u70b9\u8def\u5f84\u65e0GIL&#xff0c;\u652f\u6301\u591a\u7ebf\u7a0b&#xff0c;numpy\u6027\u80fd\u4f18\u5316\u591a\u7ebf\u7a0b\u573a\u666f\u4e5f\u80fd\u7528<\/p>\n<p>&#8211; ctypes\u76f4\u63a5\u8c03\u7528\u7cfb\u7edfIO&#xff0c;\u7ed5\u8fc7Python\u5c42&#xff0c;\u5e8f\u5217\u5316\u901f\u5ea6\u548cC&#043;&#043;\u5dee\u4e0d\u591a<\/p>\n<p>&#8211; MIT\u534f\u8bae&#xff0c;\u5b8c\u5168\u5f00\u6e90\u514d\u8d39\u53ef\u5546\u7528<\/p>\n<\/p>\n<p>## \u56db\u3001\u9002\u7528\u573a\u666f<\/p>\n<p>\u8fd9\u4e2aPython\u5185\u5b58\u4f18\u5316\u65b9\u6848\u7279\u522b\u9002\u5408\u8fd9\u4e9b\u573a\u666f&#xff1a;<\/p>\n<p>1. **\u673a\u5668\u5b66\u4e60\/\u7279\u5f81\u5de5\u7a0b**&#xff1a;\u5b58\u7528\u6237\u6807\u7b7e\u3001one-hot\u7279\u5f81\u3001\u6807\u8bb0\u4f4d&#xff0c;\u5185\u5b58\u76f4\u63a5\u770190%<\/p>\n<p>2. **\u4f4d\u56fe\u7d22\u5f15\/\u5e03\u9686\u8fc7\u6ee4\u5668**&#xff1a;\u6bd4\u666e\u901a\u4f4d\u56fe\u5185\u5b58\u66f4\u5c0f&#xff0c;\u8bbf\u95ee\u66f4\u5feb<\/p>\n<p>3. **\u5927\u6570\u636eETL**&#xff1a;\u5b58\u6d77\u91cf\u6570\u636e\u7684\u53bb\u91cd\u6807\u8bb0\u3001\u72b6\u6001\u4f4d&#xff0c;\u51e0\u4ebf\u6570\u636e\u4e5f\u4e0d\u7206\u5185\u5b58<\/p>\n<p>4. **\u9ad8\u6027\u80fd\u5728\u7ebf\u670d\u52a1**&#xff1a;\u505a\u7279\u5f81\u7f13\u5b58&#xff0c;\u5e8f\u5217\u5316\u5feb&#xff0c;\u670d\u52a1\u542f\u52a8\u901f\u5ea6\u63d0\u53475-10\u500d<\/p>\n<\/p>\n<p>\u6211\u4eec\u7ebf\u4e0a\u7528\u4e86\u8fd9\u4e2anumpy\u6027\u80fd\u4f18\u5316\u65b9\u6848\u4e4b\u540e&#xff0c;10\u4ebf\u7528\u6237\u7279\u5f81\u4ece10GB\u5185\u5b58\u964d\u5230\u4e861GB\u4e0d\u5230&#xff0c;\u6548\u679c\u975e\u5e38\u660e\u663e\u3002<\/p>\n<\/p>\n<p>## \u4e94\u3001\u9879\u76ee\u5730\u5740<\/p>\n<p>\u5f00\u6e90\u5730\u5740&#xff1a;https:\/\/gitee.com\/BKsell\/bool-hybrid-array<\/p>\n<p>\u76f4\u63a5pip\u5b89\u88c5\u5c31\u80fd\u7528&#xff0c;\u4ee3\u7801\u5168\u90e8\u5f00\u6e90&#xff0c;\u505aPython\u5185\u5b58\u4f18\u5316\u3001numpy\u6027\u80fd\u4f18\u5316\u7684\u540c\u5b66\u53ef\u4ee5\u8bd5\u8bd5&#xff0c;\u89c9\u5f97\u597d\u7528\u7684\u8bdd\u70b9\u4e2astar\u652f\u6301\u4e00\u4e0b~<\/p>\n<\/p>\n<p>\u8fd9\u7bc7\u6559\u7a0b\u4ece\u95ee\u9898\u5230\u89e3\u51b3\u65b9\u6848\u4e00\u6b65\u6b65\u8bb2\u6e05\u695a&#xff0c;\u4ee3\u7801\u76f4\u63a5\u590d\u5236\u5c31\u80fd\u7528&#xff0c;\u5efa\u8bae\u6536\u85cf&#xff0c;\u4e0b\u6b21\u505aPython\u5185\u5b58\u4f18\u5316\u7684\u65f6\u5019\u76f4\u63a5\u5957\u65b9\u6848\u3002<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u505aPython\u5f00\u53d1\u7684\u540c\u5b66\u4e00\u5b9a\u90fd\u9047\u5230\u8fc7\u5185\u5b58\u4f18\u5316\u7684\u95ee\u9898&#xff0c;\u5c24\u5176\u662f\u7528numpy\u505a\u5927\u6570\u636e\u5904\u7406\u3001\u673a\u5668\u5b66\u4e60\u7279\u5f81\u5de5\u7a0b\u7684\u65f6\u5019&#xff0c;\u5e03\u5c14\u6570\u7ec4\u5360\u7684\u5185\u5b58\u7ecf\u5e38\u8d85\u51fa\u9884\u671f\u3002\u4eca\u5929\u8fd9\u7bc7Python\u5185\u5b58\u4f18\u5316\u5b9e\u6218\u6559\u7a0b&#xff0c;\u5c31\u6559\u5927\u5bb6\u600e\u4e48\u628anumpy\u5e03\u5c14\u6570\u7ec4\u4ece95MB\u538b\u7f29\u523010MB&#xff0c;\u6027\u80fd\u8fd8\u80fd\u63d0\u534730%&#xff0c;\u770b\u5b8c\u76f4\u63a5\u5c31\u80fd\u7528\u5230\u9879\u76ee\u91cc\u3002## \u4e00\u3001\u4e3a\u4ec0\u4e48numpy\u5e03\u5c14\u6570\u7ec4\u8fd9\u4e48\u5360\u5185\u5b58&#xff1f;\u5f88\u591a\u4eba\u505anumpy\u6027\u80fd\u4f18\u5316\u7684\u65f6\u5019\u90fd\u4f1a\u5ffd\u7565\u5e03\u5c14\u503c\u7684\u5185\u5b58\u5360\u7528&#xff1a;<\/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":[1818],"topic":[],"class_list":["post-83127","post","type-post","status-publish","format-standard","hentry","category-server","tag-numpy"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>2026Python\u5185\u5b58\u4f18\u5316\u5b9e\u6218\u6559\u7a0b\uff1anumpy\u5e03\u5c14\u6570\u7ec4\u4ece95MB\u538b\u7f29\u523010MB\uff0c\u6027\u80fd\u8fd8\u5feb30% - \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\/83127.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"2026Python\u5185\u5b58\u4f18\u5316\u5b9e\u6218\u6559\u7a0b\uff1anumpy\u5e03\u5c14\u6570\u7ec4\u4ece95MB\u538b\u7f29\u523010MB\uff0c\u6027\u80fd\u8fd8\u5feb30% - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" 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