{"id":77508,"date":"2026-02-24T20:26:02","date_gmt":"2026-02-24T12:26:02","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/77508.html"},"modified":"2026-02-24T20:26:02","modified_gmt":"2026-02-24T12:26:02","slug":"ai%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%9d%a2%e7%bb%8f-%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%96%b0%e6%89%8b%e5%bf%85%e7%9c%8b%ef%bc%9a%e8%b6%85%e8%af%a6%e7%bb%86%e8%ae%ad%e7%bb%83%e4%b8%8e%e5%be%ae","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/77508.html","title":{"rendered":"AI\u5927\u6a21\u578b\u9762\u7ecf\u2014\u2014\u5927\u6a21\u578b\u65b0\u624b\u5fc5\u770b\uff1a\u8d85\u8be6\u7ec6\u8bad\u7ec3\u4e0e\u5fae\u8c03\u5b9e\u64cd\u7ecf\u9a8c\uff0c\u6536\u85cf\u5b66\u4e60\u8def\u5f84\u52a9\u4f60\u5feb\u901f\u5165\u95e8\uff01"},"content":{"rendered":"<p>\u672c\u6587\u5206\u4eab\u4e86\u8d85\u8be6\u7ec6\u7684\u5927\u6a21\u578b\u8bad\u7ec3\u4e0e\u5fae\u8c03\u5b9e\u64cd\u7ecf\u9a8c&#xff0c;\u4e3b\u8981\u4ece\u8bad\u7ec3\u8bbe\u7f6e&#xff08;batch size\u53ca\u4f18\u5316\u5668\u8bbe\u7f6e&#xff09;\u548c\u8bad\u7ec3\u6570\u636e\u9009\u62e9\u4e24\u5927\u89d2\u5ea6\u8fdb\u884c\u9610\u8ff0\u3002\u5185\u5bb9\u6db5\u76d6\u4e86batch size\u7684\u5408\u7406\u8bbe\u7f6e\u65b9\u6cd5\u3001\u8fc7\u5927\u6216\u8fc7\u5c0f\u7684\u5f71\u54cd\u3001\u5fae\u8c03\u65f6\u4f18\u5316\u5668\u7684\u9009\u62e9\u3001\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u65f6\u8bad\u7ec3\u6570\u636e\u7684\u504f\u597d\u7b49\u3002\u6587\u7ae0\u5f3a\u8c03\u6570\u636e\u8d28\u91cf\u548c\u4ee3\u8868\u6027\u5728\u5fae\u8c03\u9636\u6bb5\u7684\u91cd\u8981\u6027&#xff0c;\u5e76\u63d0\u4f9b\u4e86\u4e66\u7c4d\u3001\u8bba\u6587\u3001\u7f51\u7ad9\u5185\u5bb9\u7b49\u63a8\u8350\u6570\u636e\u6e90\u3002\u6700\u540e&#xff0c;\u4f5c\u8005\u8fd8\u5206\u4eab\u4e86AI\u5927\u6a21\u578b\u5b66\u4e60\u8d44\u6599&#xff0c;\u5305\u62ec\u4e66\u7c4d\u9605\u8bfb\u3001\u5b9e\u6218\u6848\u4f8b\u3001\u9762\u8bd5\u8d44\u6599\u7b49&#xff0c;\u65e8\u5728\u5e2e\u52a9\u8bfb\u8005\u5168\u9762\u638c\u63e1\u5927\u6a21\u578b\u6280\u672f\u3002<\/p>\n<hr \/>\n<h4>\u524d\u8a00<\/h4>\n<p>\u672c\u7bc7\u4e3b\u8981\u4ece\u8bad\u7ec3\u8bbe\u7f6e&#xff08;batch size\u53ca\u4f18\u5316\u5668\u8bbe\u7f6e&#xff09;\u3001\u8bad\u7ec3\u6570\u636e\u9009\u62e9\u4e24\u5927\u89d2\u5ea6\u5206\u4eab\u5927\u6a21\u578b\u8bad\u7ec3\u4e0e\u5fae\u8c03\u7ecf\u9a8c\u3002<\/p>\n<p>\u672c\u7bc7\u5f00\u59cb\u586b[\u5927\u6a21\u578b\u9762\u7ecf\u2014\u2014\u8d85\u7ec6\u8282\u5927\u6a21\u578b\u8bad\u7ec3\u4e0e\u5fae\u8c03\u5b9e\u64cd\u7ecf\u9a8c\u603b\u7ed3&#xff08;\u4e0a&#xff09;\u7684\u5751&#xff0c;\u7ee7\u7eed\u7ec6\u8282\u7684\u8bb2\u8bb2\u5927\u6a21\u578b\u4e2d\u8bad\u7ec3\u548c\u5fae\u8c03\u7684\u7ecf\u9a8c\u3002<\/p>\n<p>\u672c\u7bc7\u4e3b\u8981\u4ece\u8bad\u7ec3\u8bbe\u7f6e&#xff08;batch size\u53ca\u4f18\u5316\u5668\u8bbe\u7f6e&#xff09;\u3001\u8bad\u7ec3\u6570\u636e\u9009\u62e9\u4e24\u5927\u89d2\u5ea6\u6765\u5177\u4f53\u8c08\u8c08\u7ecf\u9a8c&#xff0c;\u4e0b\u9762\u662f\u4e00\u4e2a\u95ee\u9898\u7684\u5feb\u6377\u76ee\u5f55\u3002<\/p>\n<li>\n<p>\u8bad\u7ec3\u5927\u6a21\u578b\u65f6&#xff0c;batch size\u5982\u4f55\u8bbe\u7f6e\u6bd4\u8f83\u5408\u7406&#xff0c;\u53ef\u4ee5\u8bb2\u8bb2\u81ea\u5df1\u7684\u601d\u8003<\/p>\n<\/li>\n<li>\n<p>\u5982\u679cbatch size\u8bbe\u7f6e\u8fc7\u5c0f\u6216\u8fc7\u5927\u5206\u522b\u4f1a\u600e\u6837&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5fae\u8c03\u65f6\u4f18\u5316\u5668\u600e\u4e48\u8bbe\u7f6e\u597d&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u65f6\u9009\u62e9\u7684\u8bad\u7ec3\u6570\u636e\u5206\u522b\u6709\u4ec0\u4e48\u504f\u597d&#xff0c;\u6709\u6ca1\u6709\u4e00\u4e9b\u5efa\u8bae&#xff1f;<\/p>\n<\/li>\n<p>batch size\u5982\u4f55\u8bbe\u7f6e\u6bd4\u8f83\u5408\u7406<\/p>\n<p>\u6211\u4eec\u77e5\u9053&#xff0c;\u5927\u6a21\u578b\u8bad\u7ec3\u6216\u5fae\u8c03\u7684\u8fc7\u7a0b\u4e2dbatch size\u7684\u8bbe\u7f6e\u672c\u8d28\u4e0a\u662f\u53d6\u8bad\u7ec3\u6548\u7387\u548c\u6a21\u578b\u7684\u6700\u7ec8\u6548\u679c\u7684\u5e73\u8861\u3002<\/p>\n<p>\u76ee\u524d\u4e00\u4e9b\u7814\u7a76\u7ed3\u679c\u8868\u660e\u6570\u636e\u5e76\u884c\u7a0b\u5ea6\u7684\u4e34\u754c\u70b9\u662f\u5b58\u5728\u7684&#xff0c;\u6211\u4eec\u8fd9\u91cc\u5148\u4e0a\u4e00\u4e2a\u7ed3\u8bba&#xff1a;<\/p>\n<p>batch size\u5728\u4e00\u5b9a\u4e34\u754c\u503c\u4ee5\u5185\u8d8a\u5927\u8d8a\u597d&#xff0c;\u8d85\u8fc7\u4e34\u754c\u503c\u4f1a\u5f00\u59cb\u6536\u76ca\u6301\u5e73\u6216\u8005\u9012\u51cf&#xff1b;\u5e76\u4e14batch size\u9700\u8981\u8ddf\u5176\u4ed6\u8d85\u53c2\u6570\u6bd4\u5982\u5b66\u4e60\u7387\u3001\u4f18\u5316\u5668\u642d\u914d\u7b49\u76f8\u9002\u914d\u3002<\/p>\n<p>\u4e0b\u9762\u5148\u7ed9\u5927\u5bb6\u4e00\u4e9b\u4e0d\u540c\u5927\u6a21\u578b\u4e2dbatch size\u7684\u53c2\u8003\u503c&#xff1a;<\/p>\n<ul>\n<li>OpenAI\u7684GPT-3\u6a21\u578b\u4f7f\u7528\u4e86\u7ea63500\u4e07\u4e2atoken\u7684batch size&#xff1b;<\/li>\n<li>\u8c37\u6b4c\u7684PaLM\u6a21\u578b\u4f7f\u7528\u4e862048\u4e2a\u6837\u672c\u7684batch size&#xff1b;<\/li>\n<li>llama3\u81f3\u5c11\u4e5f\u4f7f\u7528\u4e86\u4e0a\u5343\u4e2a\u6837\u672c\u7684batch size\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u9762\u6211\u4eec\u57fa\u4e8eopenAI\u7684\u4e00\u4e9b\u7814\u7a76\u5de5\u4f5c&#xff0c;\u5b66\u4e60\u4e00\u4e0bopenAI\u662f\u5982\u4f55\u57fa\u4e8e\u4e00\u4e9b\u7814\u7a76\u7406\u8bba\u5728\u540e\u7eedscaling law\u5de5\u4f5c\u4e2d\u9884\u6d4b\u6a21\u578b\u7684\u6700\u4f18batch size\u7684&#xff1a;<\/p>\n<p>1. \u6700\u4f18\u6b65\u957f<\/p>\n<p>\u5404\u79cd\u7814\u7a76\u7ed3\u679c\u8868\u660e\u5b9e\u9645\u662f\u5b58\u5728\u4e00\u4e2a\u5173\u4e8e\u6570\u636e\u5e76\u884c\u7a0b\u5ea6\u7684\u4e34\u754c\u70b9\u7684&#xff0c;\u627e\u5230\u8fd9\u4e2a\u4e34\u754c\u70b9&#xff0c;\u5c31\u53ef\u4ee5\u6709\u6548\u7684\u5e73\u8861\u8bad\u7ec3\u7684\u6548\u7387\u548c\u6a21\u578b\u7684\u6700\u7ec8\u6548\u679c\u3002<\/p>\n<p>OpenAI \u53d1\u73b0\u6700\u4f18\u6b65\u957f\u516c\u5f0f\u53ef\u4ee5\u4f5c\u5982\u4e0b\u8868\u793a:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122556-699d98d4e25a7.png\" alt=\"\" \/><\/p>\n<p>\u6ce8&#xff1a;B \u4e3a batch size&#xff0c;Bnoise\u4e3a \u566a\u58f0\u5c3a\u5ea6<\/p>\n<p>2. \u635f\u5931\u66f4\u65b0<\/p>\n<p>\u6211\u4eec\u57fa\u4e8e\u7b2c1\u6b65\u4e2d\u6700\u4f18\u6b65\u957f&#xff08;step size&#xff09;&#xff0c;\u73b0\u5728\u5f00\u59cb\u6539\u8fdb\u6700\u4f18\u5316\u4ece\u542b\u6709\u566a\u58f0\u7684\u68af\u5ea6\u4e2d\u83b7\u5f97\u7684\u635f\u5931&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d507965.png\" alt=\"\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d516273.png\" alt=\"\" \/><\/p>\n<p>\u4e0a\u8ff0\u516c\u5f0f\u4e2d\u6211\u4eec\u4e3b\u8981\u89c2\u5bdf\u771f\u5b9e\u68af\u5ea6\u3001\u6b65\u957f\u548cB\u7684\u5173\u7cfb&#xff0c;\u53ef\u4ee5\u5f97\u51fa&#xff1a;<\/p>\n<p>1&#xff09;\u65e0\u8bba\u5982\u4f55\u51c6\u786e\u5730\u4f30\u8ba1\u771f\u5b9e\u68af\u5ea6&#xff0c;\u603b\u5b58\u5728\u4e00\u4e2a\u6700\u5927\u6b65\u957f<\/p>\n<p>2&#xff09;\u6279\u5904\u7406\u5927\u5c0f\u8d8a\u5927&#xff0c;\u4f18\u5316\u6a21\u578b\u7684\u6b65\u957f\u5c31\u8d8a\u5927&#xff08;\u6709\u4e00\u4e2a\u4e0a\u9650&#xff09;<\/p>\n<p>\u4e0b\u9762\u518d\u6765\u770b\u4e24\u5f20\u6bd4\u8f83\u7ecf\u5178\u7684\u56fe,<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d522a37.png\" alt=\"\" \/><\/p>\n<p>\u4e0a\u9762\u7684\u56fe\u8bf4\u660e\u4e86\u66f4\u5927\u7684\u6279\u6b21\u6a21\u578b\u53ef\u4ee5\u53d6\u5f97\u66f4\u591a\u63d0\u5347\u3002\u4f46\u662f\u5f53 batch size \u592a\u5927\u65f6&#xff0c;\u6211\u4eec\u4f1a\u9047\u5230\u6536\u76ca\u9012\u51cf\u7684\u95ee\u9898&#xff08;\u56e0\u4e3a\u5206\u6bcd\u4e2d\u7684 1 \u5f00\u59cb\u5360\u4e3b\u5bfc\u5730\u4f4d&#xff09;\u3002<\/p>\n<p>3. \u68af\u5ea6\u5c3a\u5ea6\u4f30\u8ba1<\/p>\n<p>OpenAI \u7684\u7814\u7a76\u53d1\u73b0&#xff0c;\u566a\u58f0\u5c3a\u5ea6\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u4f30\u8ba1&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d537a87.png\" alt=\"\" \/><\/p>\n<p>\u5176\u4e2d&#xff0c;H \u662f\u53c2\u6570\u7684\u771f\u5b9e Hessian \u77e9\u9635&#xff0c;C \u662f\u76f8\u5bf9\u4e8e\u68af\u5ea6\u7684\u6bcf\u4e2a\u793a\u4f8b\u7684\u534f\u65b9\u5dee\u77e9\u9635&#xff0c;g \u662f\u771f\u5b9e\u68af\u5ea6\u3002<\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u7b80\u5316\u8fd9\u4e2a\u65b9\u7a0b&#xff0c;OpenAI\u4f5c\u51fa\u4e86\u4e00\u4e2a\u5047\u8bbe&#xff0c;\u5373\u4f18\u5316\u662f\u5b8c\u5168 well-conditioned \u7684\u3002<\/p>\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b&#xff0c;Hessian \u77e9\u9635\u53ea\u662f\u5355\u4f4d\u77e9\u9635\u7684\u500d\u6570&#xff0c;\u566a\u58f0\u5c3a\u5ea6\u7b80\u5316\u5c31\u53ef\u4ee5\u7b80\u5316\u4e3a\u4ee5\u4e0b\u5f62\u5f0f&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d549cf5.png\" alt=\"\" \/><\/p>\n<p>\u8be5\u65b9\u7a0b\u8868\u660e\u566a\u58f0\u5c3a\u5ea6\u7b49\u4e8e\u4e2a\u522b\u68af\u5ea6\u5206\u91cf\u7684\u65b9\u5dee\u4e4b\u548c&#xff0c;\u9664\u4ee5\u68af\u5ea6\u7684 norm\u3002<\/p>\n<p>4. \u5b66\u4e60\u7387\u89c6\u4f5ctemperature<\/p>\n<p>\u4e4b\u524d\u8bf4\u4e0a\u8ff0\u7ed3\u8bba\u5408\u7406\u7684\u524d\u63d0&#xff0c;\u662f\u5728\u6a21\u578b\u7684 LR \u662f\u8c03\u7684\u6bd4\u8f83\u6070\u5f53\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n<p>\u8fd9\u662f\u56e0\u4e3a OpenAI \u53d1\u73b0\u566a\u58f0\u5c3a\u5ea6\u57fa\u672c\u7b26\u5408\u4ee5\u4e0b\u89c4\u5f8b&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d558284.png\" alt=\"\" \/><\/p>\n<p>\u5728\u4f7f\u7528 SGD \u548c\u5c0f batch \u8fdb\u884c\u66f4\u65b0\u65f6&#xff0c;\u53ef\u4ee5\u5927\u6982\u8fd1\u4f3c\u4e3a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d56427b.png\" alt=\"\" \/><\/p>\n<p>\u8fd9\u8868\u660e<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d56ef78.png\" alt=\"\" \/><\/p>\n<p>\u4e0b\u9762\u7684\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa\u89c4\u5f8b<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d57c4b5.png\" alt=\"\" \/><\/p>\n<p>\u6839\u636e\u4ee5\u4e0a\u7684\u516c\u5f0f\u548c\u56fe&#xff0c;\u6211\u4eec\u53ef\u4ee5\u5f97\u77e5:<\/p>\n<li>\n<p>\u9ad8\u6e29\u5ea6\u5bfc\u81f4\u8f83\u5c0f\u7684\u566a\u58f0\u5c3a\u5ea6\u3002\u5176\u4e2d\u7684\u76f4\u89c9\u662f\u5728\u9ad8\u6e29\u5ea6\u4e0b&#xff0c;\u76f8\u5bf9\u4e8e\u65b9\u5dee&#xff0c;\u68af\u5ea6\u5e45\u5ea6\u8f83\u5927\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f53\u5b66\u4e60\u7387\u4ee5\u4e00\u4e2a\u5e38\u6570\u56e0\u5b50\u8870\u51cf\u65f6&#xff0c;\u566a\u58f0\u5c3a\u5ea6\u5927\u81f4\u4ee5\u76f8\u540c\u7684\u56e0\u5b50\u589e\u957f\u3002\u56e0\u6b64&#xff0c;\u5982\u679c\u5b66\u4e60\u7387\u592a\u5c0f&#xff0c;\u566a\u58f0\u5c3a\u5ea6\u5c06\u88ab\u653e\u5927\u3002<\/p>\n<\/li>\n<p>OpenAI \u4f7f\u7528\u4e0a\u8ff0\u7ed3\u8bba&#xff0c;\u5728\u6a21\u578b\u8bad\u7ec3\u63a8\u7406\u4e2d\u5728\u540e\u7eed\u7684 scaling law \u5de5\u4f5c\u4e2d\u9884\u6d4b\u4e86\u6a21\u578b\u7684\u6700\u4f18 batch size \u5927\u5c0f&#xff0c;\u5177\u4f53\u5982\u4e0b\u56fe\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d5913d5.png\" alt=\"\" \/><\/p>\n<p>batch size\u8bbe\u7f6e\u8fc7\u5c0f\u6216\u8fc7\u5927\u5206\u522b\u4f1a\u600e\u6837<\/p>\n<p>1. \u8fc7\u5c0f<\/p>\n<p>\u66f4\u65b0\u65b9\u5411&#xff08;\u5373\u5bf9\u771f\u5b9e\u68af\u5ea6\u7684\u8fd1\u4f3c&#xff09;\u4f1a\u5177\u6709\u5f88\u9ad8\u7684\u65b9\u5dee&#xff0c;\u5bfc\u81f4\u7684\u68af\u5ea6\u66f4\u65b0\u4e3b\u8981\u662f\u566a\u58f0\u3002\u7ecf\u8fc7\u4e00\u4e9b\u66f4\u65b0\u540e&#xff0c;\u65b9\u5dee\u4f1a\u76f8\u4e92\u62b5\u6d88\u3002<\/p>\n<p>\u603b\u4f53\u4e0a\u63a8\u52a8\u6a21\u578b\u671d\u7740\u6b63\u786e\u7684\u65b9\u5411\u524d\u8fdb&#xff0c;\u4f46\u4e2a\u522b\u66f4\u65b0\u53ef\u80fd\u4e0d\u592a\u6709\u7528&#xff0c;\u53ef\u4ee5\u4f7f\u7528\u66f4\u5927 batch size \u8fdb\u884c\u66f4\u65b0\u3002<\/p>\n<p>2. \u8fc7\u5927<\/p>\n<p>\u5f53 batch size \u975e\u5e38\u5927\u65f6&#xff0c;\u4ece\u8bad\u7ec3\u6570\u636e\u4e2d\u62bd\u6837\u7684\u4efb\u4f55\u4e24\u7ec4\u6570\u636e\u90fd\u4f1a\u975e\u5e38\u76f8\u4f3c&#xff08;\u56e0\u4e3a\u5b83\u4eec\u51e0\u4e4e\u5b8c\u5168\u5339\u914d\u771f\u5b9e\u68af\u5ea6&#xff09;<\/p>\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b&#xff0c;\u589e\u52a0 batch size \u51e0\u4e4e\u4e0d\u4f1a\u6539\u5584\u6027\u80fd&#xff0c;\u56e0\u4e3a\u65e0\u6cd5\u6539\u8fdb\u771f\u5b9e\u7684\u68af\u5ea6\u9884\u6d4b\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4&#xff0c;\u9700\u8981\u5728\u6bcf\u4e00\u6b65\u4e2d\u5904\u7406\u66f4\u591a\u7684\u6570\u636e&#xff0c;\u4f46\u5e76\u4e0d\u80fd\u51cf\u5c11\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6b65\u6570&#xff0c;\u8fd9\u8868\u660e\u603b\u4f53\u8bad\u7ec3\u65f6\u95f4\u51e0\u4e4e\u6ca1\u6709\u6539\u5584&#xff0c;\u8fd8\u589e\u52a0\u4e86\u603b\u4f53\u7684 FLOPS\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d5adb6b.png\" alt=\"\" \/><\/p>\n<p>\u4e0a\u56fe&#xff0c;\u53ef\u4ee5\u89c2\u5bdf\u5230\u66f4\u5927\u7684 batch size \u901a\u5e38\u5bf9\u5e94\u8f83\u5c11\u7684\u8bad\u7ec3 step&#xff0c;\u4f46\u76f8\u5e94\u5730\u9700\u8981\u589e\u52a0\u5904\u7406\u7684\u6570\u636e\u3002<\/p>\n<p>\u5f53 batch size \u4ece 2048 \u7ffb\u500d\u65f6&#xff0c;\u8fbe\u5230\u540c\u6837\u6027\u80fd\u6240\u9700\u8981\u7684 step \u51e0\u4e4e\u6ca1\u6709\u4efb\u4f55\u6539\u5584&#xff0c;\u4f46\u9700\u8981\u82b1\u8d39\u4e24\u500d\u7684\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<p>\u518d\u7ed9\u4e00\u5f20\u8c37\u6b4c\u7684\u5b9e\u9a8c\u56fe&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d5c8234.png\" alt=\"\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122557-699d98d5e78ee.png\" alt=\"\" \/><\/p>\n<p>Google \u7684\u7ecf\u9a8c\u7814\u7a76\u4e5f\u6709\u7c7b\u4f3c\u7684\u89c2\u5bdf&#xff0c;\u5373\u5728\u56fa\u5b9a\u7684 epoch budget \u4e0b&#xff0c;\u5f53 batch size \u8fbe\u5230\u4e34\u754c\u503c\u65f6&#xff0c;\u6a21\u578b\u7684\u6027\u80fd\u4f1a batch size \u7684\u589e\u52a0\u800c\u964d\u4f4e\u3002<\/p>\n<p>\u5fae\u8c03\u65f6\u4f18\u5316\u5668\u600e\u4e48\u8bbe\u7f6e\u597d&#xff1f;<\/p>\n<p>\u5728\u5fae\u8c03 LLM \u65f6&#xff0c;\u4f18\u5316\u5668\u7684\u9009\u62e9\u4e0d\u662f\u5f71\u54cd\u7ed3\u679c\u7684\u4e3b\u8981\u56e0\u7d20\u3002\u65e0\u8bba\u662f AdamW\u3001\u5177\u6709\u8c03\u5ea6\u5668 scheduler \u7684 SGD &#xff0c;\u8fd8\u662f\u5177\u6709 scheduler \u7684 AdamW&#xff0c;\u5bf9\u7ed3\u679c\u7684\u5f71\u54cd\u90fd\u5fae\u4e4e\u5176\u5fae\u3002<\/p>\n<p>\u4e5f\u53ef\u4ee5\u8003\u8651\u4e00\u4e2a\u76ee\u524d\u6bd4\u8f83\u65b0\u7684\u4f18\u5316\u5668Sophia&#xff1a;\u4f7f\u7528\u68af\u5ea6\u66f2\u7387\u800c\u975e\u65b9\u5dee\u8fdb\u884c\u5f52\u4e00\u5316&#xff0c;\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\u548c\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p>\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u65f6\u9009\u62e9\u7684\u8bad\u7ec3\u6570\u636e\u5206\u522b\u6709\u4ec0\u4e48\u504f\u597d<\/p>\n<p>\u4e0b\u9762\u7b80\u5355\u505a\u4e2a\u603b\u7ed3\u3002<\/p>\n<p>1. \u9884\u8bad\u7ec3\u9636\u6bb5<\/p>\n<p>\u9996\u8981\u9009\u62e9&#xff1a;\u4e66\u7c4d\u3001\u8bba\u6587<\/p>\n<p>\u6570\u636e\u8d28\u91cf\u8f83\u9ad8&#xff0c;\u9886\u57df\u76f8\u5173\u6027\u6bd4\u8f83\u5f3a&#xff0c;\u77e5\u8bc6\u8986\u76d6\u7387&#xff08;\u5bc6\u5ea6&#xff09;\u8f83\u5927&#xff0c;\u6b64\u5916\u6587\u672c\u5e8f\u5217\u8f83\u957f\u4e5f\u6709\u5229\u4e8e\u589e\u5f3a\u6a21\u578b\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u5176\u4ed6&#xff1a;\u76f8\u5173\u9886\u57df\u7f51\u7ad9\u5185\u5bb9\u3001\u65b0\u95fb<\/p>\n<p>2. \u5fae\u8c03\u9636\u6bb5<\/p>\n<p>\u6b64\u9636\u6bb5\u6570\u636e\u7684\u8d28\u91cf\u91cd\u8981\u6027\u5927\u4e8e\u6570\u636e\u7684\u6570\u91cf\u7684\u91cd\u8981\u6027&#xff0c;\u56e0\u6b64\u6709\u4ee5\u4e0b\u5efa\u8bae&#xff1a;<\/p>\n<p>1&#xff09;\u9009\u53d6\u7684\u8bad\u7ec3\u6570\u636e\u8981\u5e72\u51c0\u3001\u5e76\u5177\u6709\u4ee3\u8868\u6027\u3002<\/p>\n<p>2&#xff09;\u6784\u5efa\u7684prompt\u5c3d\u91cf\u591a\u6837\u5316&#xff0c;\u63d0\u9ad8\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002<\/p>\n<p>3&#xff09;\u8fdb\u884c\u591a\u4efb\u52a1\u540c\u65f6\u8fdb\u884c\u8bad\u7ec3\u7684\u65f6\u5019&#xff0c;\u8981\u5c3d\u91cf\u4f7f\u5404\u4e2a\u4efb\u52a1\u7684\u6570\u636e\u91cf\u5e73\u8861<\/p>\n<h3>\u5982\u4f55\u7cfb\u7edf\u7684\u5b66\u4e60\u5927\u6a21\u578b AI &#xff1f;<\/h3>\n<p>\u7531\u4e8e\u65b0\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u8981\u4f18\u4e8e\u88ab\u53d6\u4ee3\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u6240\u4ee5\u5b9e\u9645\u4e0a\u6574\u4e2a\u793e\u4f1a\u7684\u751f\u4ea7\u6548\u7387\u662f\u63d0\u5347\u7684\u3002<\/p>\n<p>\u4f46\u662f\u5177\u4f53\u5230\u4e2a\u4eba&#xff0c;\u53ea\u80fd\u8bf4\u662f&#xff1a;<\/p>\n<p>\u201c\u6700\u5148\u638c\u63e1AI\u7684\u4eba&#xff0c;\u5c06\u4f1a\u6bd4\u8f83\u665a\u638c\u63e1AI\u7684\u4eba\u6709\u7ade\u4e89\u4f18\u52bf\u201d\u3002<\/p>\n<p>\u8fd9\u53e5\u8bdd&#xff0c;\u653e\u5728\u8ba1\u7b97\u673a\u3001\u4e92\u8054\u7f51\u3001\u79fb\u52a8\u4e92\u8054\u7f51\u7684\u5f00\u5c40\u65f6\u671f&#xff0c;\u90fd\u662f\u4e00\u6837\u7684\u9053\u7406\u3002<\/p>\n<p>\u6211\u5728\u4e00\u7ebf\u4e92\u8054\u7f51\u4f01\u4e1a\u5de5\u4f5c\u5341\u4f59\u5e74\u91cc&#xff0c;\u6307\u5bfc\u8fc7\u4e0d\u5c11\u540c\u884c\u540e\u8f88\u3002\u5e2e\u52a9\u5f88\u591a\u4eba\u5f97\u5230\u4e86\u5b66\u4e60\u548c\u6210\u957f\u3002<\/p>\n<p>\u6211\u610f\u8bc6\u5230\u6709\u5f88\u591a\u7ecf\u9a8c\u548c\u77e5\u8bc6\u503c\u5f97\u5206\u4eab\u7ed9\u5927\u5bb6&#xff0c;\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6211\u4eec\u7684\u80fd\u529b\u548c\u7ecf\u9a8c\u89e3\u7b54\u5927\u5bb6\u5728\u4eba\u5de5\u667a\u80fd\u5b66\u4e60\u4e2d\u7684\u5f88\u591a\u56f0\u60d1&#xff0c;\u6240\u4ee5\u5728\u5de5\u4f5c\u7e41\u5fd9\u7684\u60c5\u51b5\u4e0b\u8fd8\u662f\u575a\u6301\u5404\u79cd\u6574\u7406\u548c\u5206\u4eab\u3002\u4f46\u82e6\u4e8e\u77e5\u8bc6\u4f20\u64ad\u9014\u5f84\u6709\u9650&#xff0c;\u5f88\u591a\u4e92\u8054\u7f51\u884c\u4e1a\u670b\u53cb\u65e0\u6cd5\u83b7\u5f97\u6b63\u786e\u7684\u8d44\u6599\u5f97\u5230\u5b66\u4e60\u63d0\u5347&#xff0c;\u6545\u6b64\u5c06\u5e76\u5c06\u91cd\u8981\u7684AI\u5927\u6a21\u578b\u8d44\u6599\u5305\u62ecAI\u5927\u6a21\u578b\u5165\u95e8\u5b66\u4e60\u601d\u7ef4\u5bfc\u56fe\u3001\u7cbe\u54c1AI\u5927\u6a21\u578b\u5b66\u4e60\u4e66\u7c4d\u624b\u518c\u3001\u89c6\u9891\u6559\u7a0b\u3001\u5b9e\u6218\u5b66\u4e60\u7b49\u5f55\u64ad\u89c6\u9891\u514d\u8d39\u5206\u4eab\u51fa\u6765\u3002<\/p>\n<p>\u4e00\u76f4\u5728\u66f4\u65b0&#xff0c;\u66f4\u591a\u7684\u5927\u6a21\u578b\u5b66\u4e60\u548c\u9762\u8bd5\u8d44\u6599\u5df2\u7ecf\u4e0a\u4f20\u5e26\u5230CSDN\u7684\u5b98\u65b9\u4e86&#xff0c;\u6709\u9700\u8981\u7684\u670b\u53cb\u53ef\u4ee5\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011&#x1f447;&#x1f447;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122558-699d98d612426.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>01.\u5927\u6a21\u578b\u98ce\u53e3\u5df2\u81f3&#xff1a;\u6708\u85aa30K&#043;\u7684AI\u5c97\u6b63\u5728\u6279\u91cf\u8bde\u751f<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122559-699d98d7d38dd.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>2025\u5e74\u5927\u6a21\u578b\u5e94\u7528\u5448\u73b0\u7206\u53d1\u5f0f\u589e\u957f&#xff0c;\u6839\u636e\u5de5\u4fe1\u90e8\u6700\u65b0\u6570\u636e&#xff1a;<\/p>\n<p>\u56fd\u5185\u5927\u6a21\u578b\u76f8\u5173\u5c97\u4f4d\u7f3a\u53e3\u8fbe47\u4e07<\/p>\n<p>\u521d\u7ea7\u5de5\u7a0b\u5e08\u5e73\u5747\u85aa\u8d4428K&#xff08;\u6570\u636e\u6765\u6e90&#xff1a;BOSS\u76f4\u8058\u62a5\u544a&#xff09;<\/p>\n<p>70%\u4f01\u4e1a\u5b58\u5728&#034;\u80fd\u7528\u6a21\u578b\u4e0d\u4f1a\u8c03\u4f18&#034;\u7684\u75db\u70b9<\/p>\n<p>\u771f\u5b9e\u6848\u4f8b&#xff1a;\u67d0\u4e8c\u672c\u673a\u68b0\u4e13\u4e1a\u5b66\u5458&#xff0c;\u901a\u8fc74\u4e2a\u6708\u7cfb\u7edf\u5b66\u4e60&#xff0c;\u6210\u529f\u62ff\u5230\u67d0AI\u533b\u7597\u516c\u53f8\u5927\u6a21\u578b\u4f18\u5316\u5c97offer&#xff0c;\u85aa\u8d44\u76f4\u63a5\u7ffb3\u500d&#xff01;<\/p>\n<h3>02.\u5927\u6a21\u578b AI \u5b66\u4e60\u548c\u9762\u8bd5\u8d44\u6599<\/h3>\n<p>1\ufe0f\u20e3 \u63d0\u793a\u8bcd\u5de5\u7a0b&#xff1a;\u628aChatGPT\u4ece\u73a9\u5177\u53d8\u6210\u751f\u4ea7\u5de5\u5177 2\ufe0f\u20e3 RAG\u7cfb\u7edf&#xff1a;\u8ba9\u5927\u6a21\u578b\u7cbe\u51c6\u8f93\u51fa\u884c\u4e1a\u77e5\u8bc6 3\ufe0f\u20e3 \u667a\u80fd\u4f53\u5f00\u53d1&#xff1a;\u7528AutoGPT\u6253\u902024\u5c0f\u65f6\u6570\u5b57\u5458\u5de5<\/p>\n<p>&#x1f4e6;\u71ac\u4e86\u4e09\u4e2a\u5927\u591c\u6574\u7406\u7684\u300aAI\u8fdb\u5316\u5de5\u5177\u5305\u300b\u9001\u4f60&#xff1a; \u2714\ufe0f \u5927\u5382\u5185\u90e8LLM\u843d\u5730\u624b\u518c&#xff08;\u542b58\u4e2a\u771f\u5b9e\u6848\u4f8b&#xff09; \u2714\ufe0f \u63d0\u793a\u8bcd\u8bbe\u8ba1\u6a21\u677f\u5e93&#xff08;\u8986\u76d612\u5927\u5e94\u7528\u573a\u666f&#xff09; \u2714\ufe0f \u79c1\u85cf\u5b66\u4e60\u8def\u5f84\u56fe&#xff08;0\u57fa\u7840\u5230\u9879\u76ee\u5b9e\u6218\u4ec5\u970090\u5929&#xff09;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122600-699d98d840ea6.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122600-699d98d89afa8.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122601-699d98d909db1.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224122601-699d98d969a2b.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"2026-02-24l0o4zpyxy0t.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"2026-02-24whd0mgkokdp.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h4>\u7b2c\u4e00\u9636\u6bb5&#xff08;10\u5929&#xff09;&#xff1a;\u521d\u9636\u5e94\u7528<\/h4>\n<p>\u8be5\u9636\u6bb5\u8ba9\u5927\u5bb6\u5bf9\u5927\u6a21\u578b AI\u6709\u4e00\u4e2a\u6700\u524d\u6cbf\u7684\u8ba4\u8bc6&#xff0c;\u5bf9\u5927\u6a21\u578b AI \u7684\u7406\u89e3\u8d85\u8fc7 95% \u7684\u4eba&#xff0c;\u53ef\u4ee5\u5728\u76f8\u5173\u8ba8\u8bba\u65f6\u53d1\u8868\u9ad8\u7ea7\u3001\u4e0d\u8ddf\u98ce\u3001\u53c8\u63a5\u5730\u6c14\u7684\u89c1\u89e3&#xff0c;\u522b\u4eba\u53ea\u4f1a\u548c AI \u804a\u5929&#xff0c;\u800c\u4f60\u80fd\u8c03\u6559 AI&#xff0c;\u5e76\u80fd\u7528\u4ee3\u7801\u5c06\u5927\u6a21\u578b\u548c\u4e1a\u52a1\u8854\u63a5\u3002<\/p>\n<ul>\n<li>\u5927\u6a21\u578b AI \u80fd\u5e72\u4ec0\u4e48&#xff1f;<\/li>\n<li>\u5927\u6a21\u578b\u662f\u600e\u6837\u83b7\u5f97\u300c\u667a\u80fd\u300d\u7684&#xff1f;<\/li>\n<li>\u7528\u597d AI \u7684\u6838\u5fc3\u5fc3\u6cd5<\/li>\n<li>\u5927\u6a21\u578b\u5e94\u7528\u4e1a\u52a1\u67b6\u6784<\/li>\n<li>\u5927\u6a21\u578b\u5e94\u7528\u6280\u672f\u67b6\u6784<\/li>\n<li>\u4ee3\u7801\u793a\u4f8b&#xff1a;\u5411 GPT-3.5 \u704c\u5165\u65b0\u77e5\u8bc6<\/li>\n<li>\u63d0\u793a\u5de5\u7a0b\u7684\u610f\u4e49\u548c\u6838\u5fc3\u601d\u60f3<\/li>\n<li>Prompt \u5178\u578b\u6784\u6210<\/li>\n<li>\u6307\u4ee4\u8c03\u4f18\u65b9\u6cd5\u8bba<\/li>\n<li>\u601d\u7ef4\u94fe\u548c\u601d\u7ef4\u6811<\/li>\n<li>Prompt \u653b\u51fb\u548c\u9632\u8303<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h4>\u7b2c\u4e8c\u9636\u6bb5&#xff08;30\u5929&#xff09;&#xff1a;\u9ad8\u9636\u5e94\u7528<\/h4>\n<p>\u8be5\u9636\u6bb5\u6211\u4eec\u6b63\u5f0f\u8fdb\u5165\u5927\u6a21\u578b AI \u8fdb\u9636\u5b9e\u6218\u5b66\u4e60&#xff0c;\u5b66\u4f1a\u6784\u9020\u79c1\u6709\u77e5\u8bc6\u5e93&#xff0c;\u6269\u5c55 AI \u7684\u80fd\u529b\u3002\u5feb\u901f\u5f00\u53d1\u4e00\u4e2a\u5b8c\u6574\u7684\u57fa\u4e8e agent \u5bf9\u8bdd\u673a\u5668\u4eba\u3002\u638c\u63e1\u529f\u80fd\u6700\u5f3a\u7684\u5927\u6a21\u578b\u5f00\u53d1\u6846\u67b6&#xff0c;\u6293\u4f4f\u6700\u65b0\u7684\u6280\u672f\u8fdb\u5c55&#xff0c;\u9002\u5408 Python \u548c JavaScript \u7a0b\u5e8f\u5458\u3002<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u8981\u505a RAG<\/li>\n<li>\u642d\u5efa\u4e00\u4e2a\u7b80\u5355\u7684 ChatPDF<\/li>\n<li>\u68c0\u7d22\u7684\u57fa\u7840\u6982\u5ff5<\/li>\n<li>\u4ec0\u4e48\u662f\u5411\u91cf\u8868\u793a&#xff08;Embeddings&#xff09;<\/li>\n<li>\u5411\u91cf\u6570\u636e\u5e93\u4e0e\u5411\u91cf\u68c0\u7d22<\/li>\n<li>\u57fa\u4e8e\u5411\u91cf\u68c0\u7d22\u7684 RAG<\/li>\n<li>\u642d\u5efa RAG \u7cfb\u7edf\u7684\u6269\u5c55\u77e5\u8bc6<\/li>\n<li>\u6df7\u5408\u68c0\u7d22\u4e0e RAG-Fusion \u7b80\u4ecb<\/li>\n<li>\u5411\u91cf\u6a21\u578b\u672c\u5730\u90e8\u7f72<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h4>\u7b2c\u4e09\u9636\u6bb5&#xff08;30\u5929&#xff09;&#xff1a;\u6a21\u578b\u8bad\u7ec3<\/h4>\n<p>\u606d\u559c\u4f60&#xff0c;\u5982\u679c\u5b66\u5230\u8fd9\u91cc&#xff0c;\u4f60\u57fa\u672c\u53ef\u4ee5\u627e\u5230\u4e00\u4efd\u5927\u6a21\u578b AI\u76f8\u5173\u7684\u5de5\u4f5c&#xff0c;\u81ea\u5df1\u4e5f\u80fd\u8bad\u7ec3 GPT \u4e86&#xff01;\u901a\u8fc7\u5fae\u8c03&#xff0c;\u8bad\u7ec3\u81ea\u5df1\u7684\u5782\u76f4\u5927\u6a21\u578b&#xff0c;\u80fd\u72ec\u7acb\u8bad\u7ec3\u5f00\u6e90\u591a\u6a21\u6001\u5927\u6a21\u578b&#xff0c;\u638c\u63e1\u66f4\u591a\u6280\u672f\u65b9\u6848\u3002<\/p>\n<p>\u5230\u6b64\u4e3a\u6b62&#xff0c;\u5927\u69822\u4e2a\u6708\u7684\u65f6\u95f4\u3002\u4f60\u5df2\u7ecf\u6210\u4e3a\u4e86\u4e00\u540d\u201cAI\u5c0f\u5b50\u201d\u3002\u90a3\u4e48\u4f60\u8fd8\u60f3\u5f80\u4e0b\u63a2\u7d22\u5417&#xff1f;<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u8981\u505a RAG<\/li>\n<li>\u4ec0\u4e48\u662f\u6a21\u578b<\/li>\n<li>\u4ec0\u4e48\u662f\u6a21\u578b\u8bad\u7ec3<\/li>\n<li>\u6c42\u89e3\u5668 &amp; \u635f\u5931\u51fd\u6570\u7b80\u4ecb<\/li>\n<li>\u5c0f\u5b9e\u9a8c2&#xff1a;\u624b\u5199\u4e00\u4e2a\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc\u5e76\u8bad\u7ec3\u5b83<\/li>\n<li>\u4ec0\u4e48\u662f\u8bad\u7ec3\/\u9884\u8bad\u7ec3\/\u5fae\u8c03\/\u8f7b\u91cf\u5316\u5fae\u8c03<\/li>\n<li>Transformer\u7ed3\u6784\u7b80\u4ecb<\/li>\n<li>\u8f7b\u91cf\u5316\u5fae\u8c03<\/li>\n<li>\u5b9e\u9a8c\u6570\u636e\u96c6\u7684\u6784\u5efa<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h4>\u7b2c\u56db\u9636\u6bb5&#xff08;20\u5929&#xff09;&#xff1a;\u5546\u4e1a\u95ed\u73af<\/h4>\n<p>\u5bf9\u5168\u7403\u5927\u6a21\u578b\u4ece\u6027\u80fd\u3001\u541e\u5410\u91cf\u3001\u6210\u672c\u7b49\u65b9\u9762\u6709\u4e00\u5b9a\u7684\u8ba4\u77e5&#xff0c;\u53ef\u4ee5\u5728\u4e91\u7aef\u548c\u672c\u5730\u7b49\u591a\u79cd\u73af\u5883\u4e0b\u90e8\u7f72\u5927\u6a21\u578b&#xff0c;\u627e\u5230\u9002\u5408\u81ea\u5df1\u7684\u9879\u76ee\/\u521b\u4e1a\u65b9\u5411&#xff0c;\u505a\u4e00\u540d\u88ab AI \u6b66\u88c5\u7684\u4ea7\u54c1\u7ecf\u7406\u3002<\/p>\n<ul>\n<li>\u786c\u4ef6\u9009\u578b<\/li>\n<li>\u5e26\u4f60\u4e86\u89e3\u5168\u7403\u5927\u6a21\u578b<\/li>\n<li>\u4f7f\u7528\u56fd\u4ea7\u5927\u6a21\u578b\u670d\u52a1<\/li>\n<li>\u642d\u5efa OpenAI \u4ee3\u7406<\/li>\n<li>\u70ed\u8eab&#xff1a;\u57fa\u4e8e\u963f\u91cc\u4e91 PAI \u90e8\u7f72 Stable Diffusion<\/li>\n<li>\u5728\u672c\u5730\u8ba1\u7b97\u673a\u8fd0\u884c\u5927\u6a21\u578b<\/li>\n<li>\u5927\u6a21\u578b\u7684\u79c1\u6709\u5316\u90e8\u7f72<\/li>\n<li>\u57fa\u4e8e vLLM \u90e8\u7f72\u5927\u6a21\u578b<\/li>\n<li>\u6848\u4f8b&#xff1a;\u5982\u4f55\u4f18\u96c5\u5730\u5728\u963f\u91cc\u4e91\u79c1\u6709\u90e8\u7f72\u5f00\u6e90\u5927\u6a21\u578b<\/li>\n<li>\u90e8\u7f72\u4e00\u5957\u5f00\u6e90 LLM \u9879\u76ee<\/li>\n<li>\u5185\u5bb9\u5b89\u5168<\/li>\n<li>\u4e92\u8054\u7f51\u4fe1\u606f\u670d\u52a1\u7b97\u6cd5\u5907\u6848<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<p>\u5b66\u4e60\u662f\u4e00\u4e2a\u8fc7\u7a0b&#xff0c;\u53ea\u8981\u5b66\u4e60\u5c31\u4f1a\u6709\u6311\u6218\u3002\u5929\u9053\u916c\u52e4&#xff0c;\u4f60\u8d8a\u52aa\u529b&#xff0c;\u5c31\u4f1a\u6210\u4e3a\u8d8a\u4f18\u79c0\u7684\u81ea\u5df1\u3002<\/p>\n<p>\u5982\u679c\u4f60\u80fd\u572815\u5929\u5185\u5b8c\u6210\u6240\u6709\u7684\u4efb\u52a1&#xff0c;\u90a3\u4f60\u582a\u79f0\u5929\u624d\u3002\u7136\u800c&#xff0c;\u5982\u679c\u4f60\u80fd\u5b8c\u6210 60-70% \u7684\u5185\u5bb9&#xff0c;\u4f60\u5c31\u5df2\u7ecf\u5f00\u59cb\u5177\u5907\u6210\u4e3a\u4e00\u540d\u5927\u6a21\u578b AI \u7684\u6b63\u786e\u7279\u5f81\u4e86\u3002<\/p>\n<h6>\u8fd9\u4efd\u5b8c\u6574\u7248\u7684\u5927\u6a21\u578b AI 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