{"id":78,"date":"2026-07-04T15:02:33","date_gmt":"2026-07-04T07:02:33","guid":{"rendered":"https:\/\/www.timedigital.cn\/new\/%e6%9c%ac%e5%9c%b0%e4%bc%98%e5%85%88ai%e5%b7%a5%e4%bd%9c%e5%8f%b0%ef%bc%81much%e7%94%a8wasm%e5%9c%a8%e6%b5%8f%e8%a7%88%e5%99%a8%e4%b8%ad%e5%ae%89%e5%85%a8%e8%bf%90%e8%a1%8cpython\/"},"modified":"2026-07-04T15:02:33","modified_gmt":"2026-07-04T07:02:33","slug":"%e6%9c%ac%e5%9c%b0%e4%bc%98%e5%85%88ai%e5%b7%a5%e4%bd%9c%e5%8f%b0%ef%bc%81much%e7%94%a8wasm%e5%9c%a8%e6%b5%8f%e8%a7%88%e5%99%a8%e4%b8%ad%e5%ae%89%e5%85%a8%e8%bf%90%e8%a1%8cpython","status":"publish","type":"post","link":"https:\/\/www.timedigital.cn\/new\/%e6%9c%ac%e5%9c%b0%e4%bc%98%e5%85%88ai%e5%b7%a5%e4%bd%9c%e5%8f%b0%ef%bc%81much%e7%94%a8wasm%e5%9c%a8%e6%b5%8f%e8%a7%88%e5%99%a8%e4%b8%ad%e5%ae%89%e5%85%a8%e8%bf%90%e8%a1%8cpython\/","title":{"rendered":"\u672c\u5730\u4f18\u5148AI\u5de5\u4f5c\u53f0\uff01Much\u7528WASM\u5728\u6d4f\u89c8\u5668\u4e2d\u5b89\u5168\u8fd0\u884cPython"},"content":{"rendered":"

\u5728AI\u548c\u6570\u636e\u79d1\u5b66\u5de5\u5177\u65e5\u76ca\u4f9d\u8d56\u4e91\u7aef\u670d\u52a1\u5668\u7684\u4eca\u5929\uff0c\u4e00\u4e2a\u540d\u4e3a\u300cMuch\u300d\u7684\u65b0\u5f00\u6e90\u9879\u76ee\u6084\u7136\u767b\u9646 Hacker News\u3002\u5b83\u81ea\u79f0\u201c\u672c\u5730\u4f18\u5148\u7684AI\u5de5\u4f5c\u7a7a\u95f4\u201d\uff0c\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5c06Python\u6267\u884c\u73af\u5883\u5c01\u88c5\u8fdb\u6d4f\u89c8\u5668\u7684WebAssembly\uff08WASM\uff09\u6c99\u7bb1\u4e2d\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u914d\u7f6e\u670d\u52a1\u5668\u6216\u5b89\u88c5Python\u89e3\u91ca\u5668\uff0c\u5c31\u80fd\u5728\u672c\u5730\u6587\u6863\u4e2d\u8fd0\u884c\u4ee3\u7801\u3001\u8c03\u7528AI\u6a21\u578b\uff0c\u4e14\u6240\u6709\u6570\u636e\u4e0d\u4f1a\u79bb\u5f00\u8bbe\u5907\u3002\u8fd9\u4e00\u8bbe\u8ba1\u76f4\u51fb\u4e91\u7aefNotebook\u7684\u9690\u79c1\u3001\u5ef6\u8fdf\u548c\u4f9d\u8d56\u6027\u95ee\u9898\uff0c\u9884\u793a\u7740AI\u4e2a\u4eba\u751f\u4ea7\u529b\u5de5\u5177\u6b63\u5728\u5411\u201c\u96f6\u4fe1\u4efb\u3001\u5168\u79bb\u7ebf\u201d\u7684\u65b9\u5411\u8fdb\u5316\u3002<\/p>\n

## \u4e8b\u4ef6\u80cc\u666f\uff1aMuch\u9879\u76ee\u7684\u6838\u5fc3\u80fd\u529b<\/p>\n

Much\u7531\u4e00\u4f4d\u72ec\u7acb\u5f00\u53d1\u8005\uff08\u6216\u5c0f\u56e2\u961f\uff09\u53d1\u5e03\uff0c\u76ee\u524d\u5904\u4e8e\u65e9\u671f\u5c55\u793a\u9636\u6bb5\uff0c\u4f46\u5df2\u7ecf\u63ed\u793a\u4e86\u51e0\u4e2a\u5173\u952e\u7279\u6027\uff1a<\/p>\n

– **\u672c\u5730\u4f18\u5148\u67b6\u6784**\uff1a\u6574\u4e2a\u5de5\u4f5c\u7a7a\u95f4\u8fd0\u884c\u5728\u6d4f\u89c8\u5668\u4e2d\uff0c\u6240\u6709\u6570\u636e\u548c\u4ee3\u7801\u5904\u7406\u5747\u53d1\u751f\u5728\u672c\u5730\u3002\u5373\u4f7f\u65ad\u5f00\u7f51\u7edc\uff0c\u7528\u6237\u4f9d\u7136\u53ef\u4ee5\u6253\u5f00\u3001\u7f16\u8f91\u548c\u8fd0\u884c\u5df2\u6709\u7684Python\u811a\u672c\u2014\u2014\u53ea\u8981AI\u6a21\u578b\u63a8\u7406\u548c\u5916\u90e8API\u8c03\u7528\u4e0d\u4f9d\u8d56\u5b9e\u65f6\u5728\u7ebf\u3002
\n– **\u6d4f\u89c8\u5668\u5185Python\u6267\u884c**\uff1a\u57fa\u4e8eWASM\u6280\u672f\uff0cMuch\u5c06CPython\u89e3\u91ca\u5668\u6216Pyodide\u9879\u76ee\u7f16\u8bd1\u6210WebAssembly\u6a21\u5757\uff0c\u4ece\u800c\u5728\u6d4f\u89c8\u5668\u4e2d\u76f4\u63a5\u8fd0\u884cPython\u4ee3\u7801\u3002\u8fd9\u610f\u5473\u7740\u7528\u6237\u4e0d\u9700\u8981\u5728\u7535\u8111\u4e0a\u5b89\u88c5\u4efb\u4f55Python\u73af\u5883\u5373\u53ef\u6267\u884c\u811a\u672c\u3002
\n– **\u6c99\u7bb1\u5b89\u5168\u9694\u79bb**\uff1aPython\u4ee3\u7801\u8fd0\u884c\u5728WASM\u6c99\u7bb1\u4e2d\u3002WASM\u7684\u8bbe\u8ba1\u672c\u8eab\u63d0\u4f9b\u4e86\u5185\u5b58\u5b89\u5168\u9650\u5236\uff0c\u52a0\u4e0aMuch\u989d\u5916\u65bd\u52a0\u7684\u6587\u4ef6\u7cfb\u7edf\u9694\u79bb\uff0c\u4f7f\u5f97\u6076\u610f\u4ee3\u7801\u65e0\u6cd5\u8bbf\u95ee\u5bbf\u4e3b\u673a\u7684\u6587\u4ef6\u6216\u7cfb\u7edf\u8d44\u6e90\u3002\u7528\u6237\u53ef\u4ee5\u5728\u540c\u4e00\u4e2a\u9875\u9762\u5b89\u5168\u5730\u5c1d\u8bd5\u4e0d\u540c\u6765\u6e90\u7684\u4ee3\u7801\u7247\u6bb5\u3002
\n– **AI\u96c6\u6210\u80fd\u529b**\uff1a\u4f5c\u4e3a\u201cAI\u5de5\u4f5c\u7a7a\u95f4\u201d\uff0cMuch\u5141\u8bb8\u7528\u6237\u8c03\u7528\u672c\u5730\u7684AI\u6a21\u578b\uff08\u4f8b\u5982\u901a\u8fc7WebGPU\u8fd0\u884c\u5c0f\u89c4\u6a21Transformer\u6a21\u578b\uff09\u6216\u901a\u8fc7\u5b89\u5168\u901a\u9053\u8c03\u7528\u8fdc\u7a0bAPI\u3002\u7531\u4e8e\u8ba1\u7b97\u5728\u672c\u5730\uff0c\u6a21\u578b\u63a8\u7406\u7684\u5ef6\u8fdf\u66f4\u4f4e\uff0c\u4e14\u7528\u6237\u4e0d\u9700\u8981\u5c06\u654f\u611f\u6570\u636e\u4e0a\u4f20\u5230\u7b2c\u4e09\u65b9\u670d\u52a1\u5668\u3002
\n– **\u534f\u4f5c\u4e0e\u6301\u4e45\u5316**\uff1a\u652f\u6301\u901a\u8fc7\u6d4f\u89c8\u5668\u7684IndexedDB\u6216\u672c\u5730\u6587\u4ef6\u7cfb\u7edf\uff08\u5982File System Access API\uff09\u6301\u4e45\u5316Notebook\u3001\u6570\u636e\u548c\u914d\u7f6e\u3002\u7528\u6237\u53ef\u4ee5\u5c06\u5de5\u4f5c\u7a7a\u95f4\u4f5c\u4e3a\u79bb\u7ebf\u6587\u6863\u4fdd\u5b58\uff0c\u6216\u901a\u8fc7WebRTC\u5b9e\u73b0\u70b9\u5bf9\u70b9\u534f\u4f5c\u7f16\u8f91\u3002<\/p>\n

## \u6280\u672f\u7ec6\u8282\uff1aWASM\u6c99\u7bb1\u5982\u4f55\u8ba9\u6d4f\u89c8\u5668\u53d8\u6210Python\u8fd0\u884c\u5668<\/p>\n

Much\u4e4b\u6240\u4ee5\u80fd\u5b9e\u73b0\u201c\u96f6\u5b89\u88c5\u3001\u96f6\u670d\u52a1\u5668\u201d\uff0c\u5173\u952e\u5728\u4e8eWebAssembly\uff08WASM\uff09\u6280\u672f\u7684\u6210\u719f\u3002WASM\u662f\u4e00\u79cd\u4f4e\u7ea7\u7684\u5b57\u8282\u7801\u683c\u5f0f\uff0c\u80fd\u591f\u5728\u73b0\u4ee3\u6d4f\u89c8\u5668\u4e2d\u4ee5\u63a5\u8fd1\u539f\u751f\u7684\u901f\u5ea6\u8fd0\u884c\u3002\u5f00\u53d1\u8005\u5c06Python\u89e3\u91ca\u5668\uff08\u5982CPython\u7684WASM\u5206\u652f\uff09\u7f16\u8bd1\u4e3a.wasm\u6587\u4ef6\u540e\uff0c\u6d4f\u89c8\u5668\u5c31\u53ef\u4ee5\u52a0\u8f7d\u5e76\u5b9e\u4f8b\u5316\u8fd9\u4e2a\u89e3\u91ca\u5668\u73af\u5883\u3002<\/p>\n

**\u6c99\u7bb1\u7684\u5b89\u5168\u6027**\u6765\u6e90\u4e8eWASM\u7684\u7ebf\u6027\u5185\u5b58\u8bbe\u8ba1\u548c\u6743\u9650\u63a7\u5236\u3002Python\u4ee3\u7801\u65e0\u6cd5\u76f4\u63a5\u8c03\u7528\u6d4f\u89c8\u5668API\u6216\u8bbf\u95ee\u6587\u4ef6\u7cfb\u7edf\uff0c\u9664\u975e\u901a\u8fc7Much\u66b4\u9732\u7684\u7279\u5b9a\u63a5\u53e3\uff08\u4f8b\u5982`open_file()`\u51fd\u6570\uff09\u3002\u8fd9\u6837\uff0c\u5373\u4f7f\u5916\u90e8\u4ee3\u7801\u8bd5\u56fe\u6267\u884c\u5371\u9669\u64cd\u4f5c\uff08\u5982\u8bfb\u53d6`\/etc\/passwd`\uff09\uff0c\u4e5f\u4f1a\u88abWASM\u8fd0\u884c\u65f6\u963b\u6b62\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4f20\u7edf\u7684\u4e91\u7aefNotebook\uff08\u5982JupyterHub\uff09\u867d\u7136\u4e5f\u6709\u9694\u79bb\u673a\u5236\uff0c\u4f46\u7528\u6237\u4ecd\u7136\u4fe1\u4efb\u670d\u52a1\u5668\u7ba1\u7406\u5458\u2014\u2014\u800cMuch\u5c06\u4fe1\u4efb\u964d\u5230\u4e86\u672c\u5730\u7528\u6237\u7684\u6d4f\u89c8\u5668\u4e0a\u3002<\/p>\n

**\u6027\u80fd\u6743\u8861**\uff1aWASM\u4e0a\u7684Python\u6267\u884c\u901f\u5ea6\u901a\u5e38\u6bd4\u539f\u751fCPython\u6162\u7ea620%-30%\uff0c\u4f46\u5bf9\u4e8e\u5927\u591a\u6570\u6570\u636e\u5206\u6790\u548cAI\u63a8\u7406\u4efb\u52a1\u6765\u8bf4\u5df2\u7ecf\u8db3\u591f\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u6d88\u9664\u4e86\u73af\u5883\u914d\u7f6e\u3001\u4f9d\u8d56\u51b2\u7a81\u548cGPU\u9a71\u52a8\u517c\u5bb9\u7b49\u5934\u75db\u95ee\u9898\u3002\u5f53\u7528\u6237\u9700\u8981\u91cd\u5ea6\u8ba1\u7b97\u65f6\uff0cMuch\u4e5f\u53ef\u4ee5\u9009\u62e9\u5c06\u90e8\u5206\u4efb\u52a1\u5378\u8f7d\u5230\u672c\u5730\u7684Python\u8fdb\u7a0b\uff08\u901a\u8fc7\u6d4f\u89c8\u5668\u6269\u5c55\u6216\u672c\u5730\u670d\u52a1\uff09\uff0c\u4f46\u57fa\u7840\u529f\u80fd\u5b8c\u5168\u5728\u6c99\u7bb1\u5185\u5b8c\u6210\u3002<\/p>\n

**\u79bb\u7ebf\u80fd\u529b**\u662f\u672c\u5730\u4f18\u5148\u7684\u53e6\u4e00\u4e2a\u4eae\u70b9\u3002Much\u7684Notebook\u4ee5\u7eaf\u524d\u7aef\u65b9\u5f0f\u8bfb\u5199\u672c\u5730\u6587\u4ef6\uff08\u901a\u8fc7File System Access API\uff09\uff0c\u6240\u6709AI\u6a21\u578b\u6743\u91cd\u53ef\u4ee5\u9884\u5148\u4e0b\u8f7d\u5230\u6d4f\u89c8\u5668\u7684\u7f13\u5b58\u6216Service Worker\u4e2d\u3002\u8fd9\u610f\u5473\u7740\u7528\u6237\u53ef\u4ee5\u5728\u98de\u673a\u4e0a\u3001\u6ca1\u6709\u7f51\u7edc\u7684\u73af\u5883\u4e2d\u7ee7\u7eed\u5206\u6790\u6570\u636e\uff0c\u800c\u4e0d\u50cfGoogle Colab\u90a3\u6837\u5fc5\u987b\u4fdd\u6301\u4e91\u7aef\u8fde\u63a5\u3002<\/p>\n

## \u884c\u4e1a\u610f\u4e49\uff1a\u672c\u5730\u4f18\u5148AI\u5de5\u5177\u6b63\u5728\u91cd\u5851\u5de5\u4f5c\u6d41<\/p>\n

Much\u5e76\u4e0d\u662f\u7b2c\u4e00\u4e2a\u5c06Python\u642c\u8fdb\u6d4f\u89c8\u5668\u7684\u9879\u76ee\uff08\u5982Pyodide\u3001JupyterLite\u65e9\u5df2\u5b58\u5728\uff09\uff0c\u4f46\u5b83\u5c06\u672c\u5730\u4f18\u5148\u3001AI\u96c6\u6210\u548c\u6c99\u7bb1\u5b89\u5168\u6574\u5408\u4e3a\u4e00\u4e2a\u7edf\u4e00\u7684\u5de5\u4f5c\u7a7a\u95f4\uff0c\u8fd9\u53cd\u6620\u4e86\u4e00\u4e2a\u66f4\u6df1\u5c42\u7684\u8d8b\u52bf\u2014\u2014**AI\u5de5\u5177\u6b63\u4ece\u201c\u4e91\u7aef\u4e2d\u5fc3\u201d\u5411\u201c\u8bbe\u5907\u8fb9\u7f18\u201d\u8fc1\u79fb**\u3002<\/p>\n

1. **\u9690\u79c1\u4e0e\u5408\u89c4\u6210\u4e3a\u786c\u9700\u6c42**\uff1a\u4f01\u4e1a\u7528\u6237\u5bf9\u6570\u636e\u5916\u6cc4\u8d8a\u6765\u8d8a\u8b66\u60d5\uff0c\u533b\u7597\u3001\u91d1\u878d\u3001\u6cd5\u5f8b\u7b49\u884c\u4e1a\u751a\u81f3\u4e25\u7981\u5c06\u654f\u611f\u6570\u636e\u4e0a\u4f20\u5230\u7b2c\u4e09\u65b9AI\u670d\u52a1\u3002Much\u8fd9\u7c7b\u672c\u5730\u4f18\u5148\u65b9\u6848\u8ba9AI\u52a9\u624b\u53ef\u4ee5\u76f4\u63a5\u5904\u7406\u672c\u5730\u6570\u636e\uff0c\u6ee1\u8db3\u5408\u89c4\u8981\u6c42\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u653e\u5fc3\u5730\u5728\u672c\u5730Notebook\u4e2d\u8c03\u8bd5\u542b\u5ba2\u6237\u4fe1\u606f\u7684\u4ee3\u7801\uff0c\u800c\u65e0\u9700\u62c5\u5fc3\u4e91\u7aef\u65e5\u5fd7\u3002<\/p>\n

2. **\u8fb9\u7f18\u8ba1\u7b97\u4e0eAI\u63a8\u7406**\uff1a\u968f\u7740WebGPU\u548cWASM SIMD\u7684\u666e\u53ca\uff0c\u6d4f\u89c8\u5668\u5df2\u7ecf\u5728\u9010\u6e10\u903c\u8fd1\u539f\u751f\u6027\u80fd\u3002Much\u5229\u7528\u6d4f\u89c8\u5668\u4f5c\u4e3a\u7edf\u4e00\u7684\u8fd0\u884c\u65f6\uff0c\u4f7f\u5f97AI\u5de5\u4f5c\u53ef\u4ee5\u4ece\u6559\u5ba4\u7684Chromebook\u5ef6\u4f38\u5230\u9ad8\u6027\u80fd\u53f0\u5f0f\u673a\uff0c\u65e0\u9700\u6539\u53d8\u5de5\u5177\u94fe\u3002\u8fd9\u5bf9\u6559\u80b2\u3001\u539f\u578b\u8bbe\u8ba1\u548c\u5feb\u901f\u9a8c\u8bc1\u573a\u666f\u610f\u4e49\u91cd\u5927\uff1a\u5b66\u751f\u6253\u5f00\u6d4f\u89c8\u5668\u5373\u53ef\u5f00\u59cb\u5b66\u4e60Python\u548cAI\uff0c\u6559\u5e08\u65e0\u9700\u7ef4\u62a4\u670d\u52a1\u5668\u96c6\u7fa4\u3002<\/p>\n

3. **\u4ece\u201c\u534f\u4f5c\u5e73\u53f0\u201d\u5230\u201c\u534f\u4f5c\u6587\u6863\u201d**\uff1a\u4f20\u7edf\u4e91\u7aefNotebook\uff08\u5982Kaggle\u3001Colab\uff09\u672c\u8d28\u4e0a\u662f\u5171\u4eab\u670d\u52a1\u5668\u4e0a\u7684\u4ea4\u4e92\u5f0f\u6587\u6863\uff0c\u534f\u4f5c\u4f9d\u8d56\u4e8e\u767b\u5f55\u540c\u4e00\u8d26\u6237\u3002Much\u7684\u672c\u5730\u4f18\u5148+\u70b9\u5bf9\u70b9\u534f\u4f5c\u6a21\u578b\uff08\u901a\u8fc7WebRTC\uff09\u5219\u5141\u8bb8\u7528\u6237\u50cf\u7f16\u8f91\u672c\u5730\u6587\u4ef6\u4e00\u6837\u534f\u540c\u5de5\u4f5c\uff0c\u53ea\u6709\u5728\u9700\u8981\u5171\u4eab\u65f6\u624d\u5efa\u7acb\u4e34\u65f6\u8fde\u63a5\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u4e2d\u5fc3\u5316\u670d\u52a1\u88ab\u653b\u51fb\u6216\u5b95\u673a\u7684\u98ce\u9669\u3002<\/p>\n

4. **\u6311\u6218\u4e0e\u5c40\u9650**\uff1a\u5f53\u7136\uff0cMuch\u76ee\u524d\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\u3002\u5927\u89c4\u6a21\u673a\u5668\u5b66\u4e60\u8bad\u7ec3\uff08\u5982LLM\u5fae\u8c03\uff09\u5728\u6d4f\u89c8\u5668\u4e2d\u51e0\u4e4e\u4e0d\u53ef\u80fd\uff0c\u56e0\u4e3aWASM\u65e0\u6cd5\u76f4\u63a5\u5229\u7528GPU\u663e\u5b58\u8fdb\u884c\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u3002\u6b64\u5916\uff0c\u5bf9Python\u539f\u751fC\u6269\u5c55\uff08\u5982NumPy\u7684\u5e95\u5c42\u5b9e\u73b0\uff09\u7684\u652f\u6301\u4ecd\u9700\u4f9d\u8d56Pyodide\u7684\u7f16\u8bd1\u7248\u672c\uff0c\u53ef\u80fd\u9047\u5230\u517c\u5bb9\u6027\u95ee\u9898\u3002\u4f46\u4f5c\u4e3a\u539f\u578b\u5de5\u5177\u548c\u8f7b\u91cf\u7ea7\u6570\u636e\u79d1\u5b66\u5e73\u53f0\uff0c\u5b83\u5df2\u7ecf\u5c55\u793a\u51fa\u4ee4\u4eba\u5174\u594b\u7684\u53ef\u80fd\u6027\u3002<\/p>\n

Much\u7684\u51fa\u73b0\u5e76\u975e\u662f\u66ff\u4ee3Jupyter\u6216VS Code\uff0c\u800c\u662f\u586b\u8865\u4e86\u201c\u96f6\u5b89\u88c5\u3001\u7edd\u5bf9\u9690\u79c1\u201d\u7684\u7a7a\u7f3a\u3002\u5f53AI\u52a9\u624b\u9700\u8981\u968f\u65f6\u4e0e\u672c\u5730\u6570\u636e\u5bf9\u8bdd\u65f6\uff0c\u4e00\u4e2a\u8fd0\u884c\u5728\u6d4f\u89c8\u5668\u6c99\u7bb1\u4e2d\u7684Python\u73af\u5883\uff0c\u6216\u8bb8\u662f\u6700\u4f18\u96c5\u7684\u7b54\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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