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Runtime&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u6838\u5fc3\u5b9a\u4f4d\u4e3a\u901a\u7528\u6a21\u578b\u63a8\u7406\u52a0\u901f&#xff0c;\u652f\u6301CV\u3001NLP\u5404\u7c7b\u6a21\u578b\u7684\u7b97\u5b50\u878d\u5408\u3001\u91cf\u5316\u52a0\u901f\u3002<\/li>\n<li>\u7f3a\u70b9\u662f\u901a\u7528\u6027\u8fc7\u5f3a&#xff0c;\u9488\u5bf9\u5927\u6a21\u578b\u81ea\u56de\u5f52\u751f\u6210\u3001KV\u7f13\u5b58\u590d\u7528\u3001\u52a8\u6001\u6279\u5904\u7406\u7b49\u4e13\u5c5e\u7279\u6027\u4f18\u5316\u4e0d\u8db3&#xff0c;\u65e0\u6cd5\u9002\u914d\u8d85\u957f\u6587\u672c\u3001\u52a8\u6001token\u751f\u6210\u7684LLM\u6838\u5fc3\u4e1a\u52a1\u573a\u666f\u3002<\/li>\n<\/ul>\n<p>\u81ea\u7814\u5927\u6a21\u578bRuntime&#xff1a;<\/p>\n<ul>\n<li>\u6838\u5fc3\u5b9a\u4f4d\u4e3a\u5927\u6a21\u578b\u4e13\u5c5e\u63a8\u7406\u4f18\u5316&#xff0c;\u820d\u5f03\u901a\u7528\u9002\u914d\u80fd\u529b&#xff0c;\u805a\u7126LLM\u81ea\u56de\u5f52\u63a8\u7406\u3001\u52a8\u6001token\u751f\u6210\u3001KV\u7f13\u5b58\u8c03\u5ea6\u3001\u663e\u5b58\u7cbe\u7ec6\u5316\u7ba1\u7406\u3001\u6279\u91cf\u8bf7\u6c42\u8c03\u5ea6\u7b49\u6838\u5fc3\u573a\u666f&#xff1b;<\/li>\n<li>\u901a\u8fc7\u67b6\u6784\u88c1\u526a\u4e0e\u6781\u81f4\u4f18\u5316&#xff0c;\u5b9e\u73b0\u8fdc\u8d85\u901a\u7528\u6846\u67b6\u7684\u6027\u80fd\u4e0e\u6210\u672c\u4f18\u52bf\u3002<\/li>\n<\/ul>\n<h3>3. \u81ea\u7814Runtime\u6838\u5fc3\u4ef7\u503c<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u8fd9\u91cc\u6211\u4eec\u5148\u89e3\u51b3\u4e00\u4e2a\u5171\u540c\u7684\u7591\u60d1&#xff1a;\u5f00\u6e90\u6846\u67b6\u8db3\u591f\u5feb\u901f\u843d\u5730\u4e1a\u52a1&#xff0c;\u4e3a\u4ec0\u4e48\u8981\u6295\u5165\u6210\u672c\u81ea\u7814Runtime&#xff1f;\u6838\u5fc3\u4ef7\u503c\u96c6\u4e2d\u5728\u56db\u70b9&#xff0c;\u4e5f\u662f\u5927\u6a21\u578b\u5de5\u4e1a\u5316\u843d\u5730\u7684\u6838\u5fc3\u521a\u9700&#xff0c;\u5b8c\u7f8e\u89e3\u51b3\u5f00\u6e90\u6846\u67b6\u7684\u5404\u7c7b\u75db\u70b9&#xff1a;<\/p>\n<p>\u6781\u81f4\u964d\u672c\u589e\u6548&#xff1a;<\/p>\n<ul>\n<li>\u5f00\u6e90\u6846\u67b6\u663e\u5b58\u5229\u7528\u7387\u666e\u904d\u504f\u4f4e&#xff0c;\u63a8\u7406\u8fc7\u7a0b\u5b58\u5728\u5927\u91cf\u5185\u5b58\u788e\u7247\u548c\u65e0\u6548\u5360\u7528\u3002<\/li>\n<li>\u81ea\u7814Runtime\u901a\u8fc7\u7cbe\u7ec6\u5316\u5185\u5b58\u8c03\u5ea6\u3001KV\u7f13\u5b58\u4f18\u5316\u3001\u52a8\u6001\u6279\u5904\u7406\u7b56\u7565&#xff0c;\u53ef\u5c06\u663e\u5b58\u5229\u7528\u7387\u63d0\u534730%\u4ee5\u4e0a&#xff0c;\u5927\u5e45\u63d0\u5347\u5355\u5361\u5e76\u53d1\u627f\u8f7d\u91cf&#xff0c;\u76f4\u63a5\u964d\u4f4eGPU\u7b97\u529b\u91c7\u8d2d\u4e0e\u8fd0\u7ef4\u6210\u672c\u3002<\/li>\n<\/ul>\n<p>\u573a\u666f\u5b9a\u5236\u9002\u914d&#xff1a;<\/p>\n<ul>\n<li>\u901a\u7528\u6846\u67b6\u9002\u914d\u6027\u50f5\u5316&#xff0c;\u65e0\u6cd5\u9002\u914d\u79c1\u6709\u5316\u4e13\u5c5e\u6a21\u578b\u3001MoE\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u3001\u56fd\u4ea7\u786c\u4ef6\u3001\u8d85\u957f\u6587\u672c\u63a8\u7406\u7b49\u7279\u6b8a\u573a\u666f\u3002<\/li>\n<li>\u81ea\u7814Runtime\u53ef\u6839\u636e\u4f01\u4e1a\u4e1a\u52a1\u9700\u6c42&#xff0c;\u81ea\u5b9a\u4e49\u4e13\u5c5e\u7b97\u5b50\u3001\u8c03\u5ea6\u903b\u8f91\u3001\u7f13\u5b58\u7b56\u7565&#xff0c;\u5b8c\u7f8e\u9002\u914d\u4e2a\u6027\u5316\u6a21\u578b\u67b6\u6784\u4e0e\u90e8\u7f72\u73af\u5883\u3002<\/li>\n<\/ul>\n<p>\u53ef\u63a7\u6027\u4e0e\u7a33\u5b9a\u6027\u66f4\u5f3a&#xff1a;<\/p>\n<ul>\n<li>\u5f00\u6e90\u6846\u67b6\u666e\u904d\u5b58\u5728\u7248\u672c\u517c\u5bb9\u95ee\u9898\u3001\u9690\u6027Bug\u3001\u529f\u80fd\u5197\u4f59\u7b49\u95ee\u9898&#xff0c;\u7ebf\u4e0a\u6545\u969c\u6392\u67e5\u96be\u5ea6\u5927\u3001\u4fee\u590d\u5468\u671f\u957f\u3002<\/li>\n<li>\u81ea\u7814Runtime\u67b6\u6784\u7cbe\u7b80\u3001\u4ee3\u7801\u5b8c\u5168\u53ef\u63a7&#xff0c;\u53ef\u81ea\u4e3b\u4fee\u590d\u95ee\u9898\u3001\u8fed\u4ee3\u529f\u80fd&#xff0c;\u4ece\u5e95\u5c42\u4fdd\u969c\u7ebf\u4e0a\u4e1a\u52a1\u957f\u671f\u9ad8\u7a33\u5b9a\u8fd0\u884c\u3002<\/li>\n<\/ul>\n<p>\u652f\u6491\u9ad8\u9636\u80fd\u529b\u843d\u5730&#xff1a;<\/p>\n<ul>\n<li>\u6d41\u5f0f\u63a8\u7406\u3001\u52a8\u6001\u89e3\u7801\u3001\u524d\u7f00\u7f13\u5b58\u3001\u6a21\u578b\u70ed\u66f4\u65b0\u3001\u5206\u5e03\u5f0f\u63a8\u7406\u7b49\u9ad8\u9636LLM\u80fd\u529b&#xff0c;\u9ad8\u5ea6\u4f9d\u8d56\u5e95\u5c42Runtime\u67b6\u6784\u652f\u6491&#xff0c;\u901a\u7528\u6846\u67b6\u6539\u9020\u96be\u5ea6\u6781\u5927\u3001\u9002\u914d\u6027\u6781\u5dee\u3002<\/li>\n<li>\u81ea\u7814Runtime\u53ef\u539f\u751f\u9002\u914d\u5404\u7c7b\u9ad8\u9636\u5927\u6a21\u578b\u5e94\u7528\u573a\u666f&#xff0c;\u652f\u6491\u4e1a\u52a1\u80fd\u529b\u5347\u7ea7\u8fed\u4ee3\u3002<\/li>\n<\/ul>\n<h3>4. \u7b80\u6613Runtime\u8fd0\u884c\u793a\u4f8b<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u4ee5\u4e0b\u793a\u4f8b\u6a21\u62df\u81ea\u7814Runtime\u57fa\u7840\u8fd0\u884c\u903b\u8f91&#xff0c;\u76f4\u89c2\u5c55\u793a\u6838\u5fc3\u6d41\u7a0b&#xff0c;\u89c4\u907f\u590d\u6742\u6846\u67b6\u5c01\u88c5&#xff0c;\u4f53\u73b0\u5e95\u5c42\u672c\u8d28\u3002\u5b8c\u6574\u8986\u76d6\u6a21\u578b\u52a0\u8f7d\u3001\u9884\u5904\u7406\u3001\u63a8\u7406\u3001\u540e\u5904\u7406\u5168\u6d41\u7a0b&#xff0c;\u7cbe\u7b80\u8fd8\u539f\u4e86\u81ea\u7814Runtime\u7684\u4e94\u5927\u6838\u5fc3\u57fa\u7840\u6a21\u5757&#xff0c;\u6240\u6709\u9ad8\u9636\u4f18\u5316\u80fd\u529b\u5747\u57fa\u4e8e\u8be5\u57fa\u7840\u67b6\u6784\u8fed\u4ee3\u5347\u7ea7&#xff0c;\u6838\u5fc3\u6a21\u5757\u5206\u5de5\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b\u52a0\u8f7d\u6a21\u5757&#xff1a;\u8d1f\u8d23\u672c\u5730\u6a21\u578b\u6743\u91cd\u8bfb\u53d6\u3001\u89e3\u6790\u4e0e\u786c\u4ef6\u8bbe\u5907\u521d\u59cb\u5316\u3002<\/li>\n<li>\u9884\u5904\u7406\u6a21\u5757&#xff1a;\u5b8c\u6210\u6587\u672c\u5206\u8bcd\u3001Token\u8f6c\u6362\u3001\u8f93\u5165\u683c\u5f0f\u6807\u51c6\u5316\u3002<\/li>\n<li>\u63a8\u7406\u6267\u884c\u6a21\u5757&#xff1a;\u6267\u884c\u6a21\u578b\u524d\u5411\u8ba1\u7b97\u3001\u81ea\u56de\u5f52\u751f\u6210\u3001KV\u7f13\u5b58\u66f4\u65b0\u3002<\/li>\n<li>\u540e\u5904\u7406\u6a21\u5757&#xff1a;\u5c06\u6a21\u578b\u8f93\u51faToken\u5e8f\u5217\u89e3\u7801\u4e3a\u81ea\u7136\u8bed\u8a00\u6587\u672c\u3002<\/li>\n<li>\u8c03\u5ea6\u7f13\u5b58\u6a21\u5757&#xff1a;\u521d\u59cb\u5316\u6279\u6b21\u8c03\u5ea6\u4e0eKV\u7f13\u5b58\u8d44\u6e90&#xff0c;\u652f\u6491\u540e\u7eed\u6027\u80fd\u4f18\u5316\u3002<\/li>\n<\/ul>\n<p># \u6781\u7b80\u81ea\u7814Runtime\u6838\u5fc3\u6267\u884c\u6d41\u7a0b\u6a21\u62df<br \/>\nclass SimpleLLMRuntime:<br \/>\n    def __init__(self, model_path, device&#061;&#034;cuda&#034;):<br \/>\n        # 1. \u521d\u59cb\u5316\u786c\u4ef6\u8bbe\u5907<br \/>\n        self.device &#061; device<br \/>\n        # 2. \u52a0\u8f7d\u6a21\u578b\u6743\u91cd\u4e0e\u914d\u7f6e<br \/>\n        self.model &#061; self.load_model(model_path)<br \/>\n        # 3. \u521d\u59cb\u5316\u663e\u5b58\u3001\u7f13\u5b58\u3001\u8c03\u5ea6\u6a21\u5757<br \/>\n        self.kv_cache &#061; None<br \/>\n        self.batch_scheduler &#061; self.init_scheduler()<\/p>\n<p>    def load_model(self, model_path):<br \/>\n        # \u6a21\u62df\u6a21\u578b\u6743\u91cd\u52a0\u8f7d\u3001\u89e3\u6790\u3001\u521d\u59cb\u5316<br \/>\n        print(&#034;\u52a0\u8f7d\u5927\u6a21\u578b\u6743\u91cd&#xff0c;\u5b8c\u6210\u786c\u4ef6\u9002\u914d\u521d\u59cb\u5316&#034;)<br \/>\n        return &#034;llm_model_instance&#034;<\/p>\n<p>    def preprocess(self, prompt):<br \/>\n        # \u6587\u672c\u9884\u5904\u7406&#xff1a;\u5206\u8bcd\u3001token\u8f6c\u6362<br \/>\n        return f&#034;tokenized_input:{prompt}&#034;<\/p>\n<p>    def infer(self, prompt):<br \/>\n        # \u5b8c\u6574\u63a8\u7406\u94fe\u8def<br \/>\n        input_tokens &#061; self.preprocess(prompt)<br \/>\n        output_tokens &#061; self.model_forward(input_tokens)<br \/>\n        return self.postprocess(output_tokens)<\/p>\n<p>    def model_forward(self, input_tokens):<br \/>\n        # \u6a21\u62df\u6a21\u578b\u524d\u5411\u63a8\u7406&#043;\u81ea\u56de\u5f52\u751f\u6210<br \/>\n        print(&#034;\u6267\u884c\u5e95\u5c42\u7b97\u5b50\u8ba1\u7b97\u3001KV\u7f13\u5b58\u66f4\u65b0&#034;)<br \/>\n        return &#034;model_output_tokens&#034;<\/p>\n<p>    def postprocess(self, output_tokens):<br \/>\n        # token\u89e3\u7801\u4e3a\u6587\u672c<br \/>\n        return output_tokens.replace(&#034;model_output_tokens&#034;, &#034;\u63a8\u7406\u7ed3\u679c\u6587\u672c&#034;)<\/p>\n<p>#  Runtime\u8c03\u7528\u793a\u4f8b<br \/>\nif __name__ &#061;&#061; &#034;__main__&#034;:<br \/>\n    runtime &#061; SimpleLLMRuntime(&#034;local_llm_model&#034;)<br \/>\n    res &#061; runtime.infer(&#034;\u4ec0\u4e48\u662f\u5927\u6a21\u578bRuntime&#xff1f;&#034;)<br \/>\n    print(&#034;\u63a8\u7406\u7ed3\u679c&#xff1a;&#034;, res)<\/p>\n<h2>\u4e09\u3001\u81ea\u7814Runtime\u6838\u5fc3\u67b6\u6784<\/h2>\n<h3>1. \u6574\u4f53\u67b6\u6784\u5206\u5c42<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u81ea\u7814\u5927\u6a21\u578bRuntime\u91c7\u7528\u884c\u4e1a\u901a\u7528\u7684\u4e94\u5c42\u5206\u5c42\u67b6\u6784&#xff0c;\u81ea\u4e0a\u800c\u4e0b\u9010\u5c42\u89e3\u8026\u3001\u804c\u8d23\u6e05\u6670&#xff0c;\u652f\u6301\u5404\u5c42\u7ea7\u72ec\u7acb\u8fed\u4ee3\u4f18\u5316&#xff0c;\u65e0\u5197\u4f59\u6a21\u5757&#xff0c;\u5168\u7a0b\u805a\u7126\u5927\u6a21\u578b\u63a8\u7406\u4e13\u5c5e\u80fd\u529b&#xff0c;\u5404\u5c42\u6838\u5fc3\u80fd\u529b\u5982\u4e0b&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"389\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902095727-6a97f3074d98d.png\" width=\"3607\" \/><\/p>\n<ul>\n<li>\u7b2c\u4e00\u5c42&#xff1a;\u4e1a\u52a1\u9002\u914d\u5c42&#xff1a;\u4f5c\u4e3aRuntime\u6700\u4e0a\u5c42\u5165\u53e3&#xff0c;\u627f\u63a5\u5355\u8f6e\u5bf9\u8bdd\u3001\u591a\u8f6e\u4e0a\u4e0b\u6587\u3001\u6d41\u5f0f\u63a8\u7406\u3001\u6279\u91cf\u63a8\u7406\u3001Agent\u5de5\u5177\u8c03\u7528\u7b49\u5168\u7c7b\u578b\u4e1a\u52a1\u8bf7\u6c42\u3002\u6838\u5fc3\u8d1f\u8d23\u8bf7\u6c42\u89e3\u6790\u3001\u53c2\u6570\u6821\u9a8c\u3001\u683c\u5f0f\u7edf\u4e00&#xff0c;\u5c06\u591a\u6837\u5316\u4e1a\u52a1\u8bf7\u6c42\u6807\u51c6\u5316\u4e3a\u63a8\u7406\u4efb\u52a1&#xff0c;\u540c\u65f6\u5bf9\u5916\u63d0\u4f9b\u7edf\u4e00API&#xff0c;\u9002\u914d\u5404\u7c7b\u524d\u7aef\u3001\u670d\u52a1\u7aef\u8c03\u7528\u7aef\u3002<\/li>\n<li>\u7b2c\u4e8c\u5c42&#xff1a;\u4efb\u52a1\u8c03\u5ea6\u5c42&#xff1a;Runtime\u4efb\u52a1\u4e2d\u67a2&#xff0c;\u533a\u522b\u4e8e\u901a\u7528\u6846\u67b6\u9759\u6001\u8c03\u5ea6&#xff0c;\u4e13\u5c5e\u9002\u914d\u5927\u6a21\u578b\u63a8\u7406\u573a\u666f\u3002\u6838\u5fc3\u80fd\u529b\u5305\u542b\u8bf7\u6c42\u6392\u961f\u3001\u52a8\u6001\u6279\u5904\u7406\u3001\u4f18\u5148\u7ea7\u8c03\u5ea6\u3001\u6d41\u91cf\u9650\u6d41\u3001\u4efb\u52a1\u8d85\u65f6\u7ba1\u7406&#xff0c;\u53ef\u6839\u636e\u5b9e\u65f6\u663e\u5b58\u3001\u7b97\u529b\u3001\u5e76\u53d1\u91cf\u52a8\u6001\u4f18\u5316\u4efb\u52a1\u6392\u5e03&#xff0c;\u6700\u5927\u5316\u786c\u4ef6\u5229\u7528\u7387\u3002<\/li>\n<li>\u7b2c\u4e09\u5c42&#xff1a;\u63a8\u7406\u6838\u5fc3\u5c42&#xff1a;Runtime\u6838\u5fc3\u6838\u5fc3\u6a21\u5757&#xff0c;\u627f\u8f7d\u5168\u6d41\u7a0b\u63a8\u7406\u903b\u8f91\u3002\u5305\u542b\u6a21\u578b\u521d\u59cb\u5316\u3001\u81ea\u56de\u5f52\u751f\u6210\u3001\u89e3\u7801\u7b56\u7565\u63a7\u5236\u3001KV\u7f13\u5b58\u7ba1\u7406\u3001\u4e0a\u4e0b\u6587\u72b6\u6001\u7ef4\u62a4\u7b49\u6838\u5fc3\u80fd\u529b&#xff0c;\u662f\u6240\u6709\u6027\u80fd\u4f18\u5316\u3001\u5ef6\u8fdf\u8c03\u4f18\u3001\u573a\u666f\u9002\u914d\u7684\u6838\u5fc3\u8fed\u4ee3\u533a\u57df\u3002<\/li>\n<li>\u7b2c\u56db\u5c42&#xff1a;\u7b97\u5b50\u4f18\u5316\u5c42&#xff1a;\u5e95\u5c42\u8ba1\u7b97\u6267\u884c\u5c42&#xff0c;\u9488\u5bf9\u5927\u6a21\u578b\u9ad8\u9891\u8ba1\u7b97\u573a\u666f\u5b9a\u5236\u4f18\u5316\u3002\u8d1f\u8d23\u81ea\u5b9a\u4e49\u7b97\u5b50\u5f00\u53d1\u3001\u7b97\u5b50\u878d\u5408\u3001\u91cf\u5316\u8ba1\u7b97\u3001\u7cbe\u5ea6\u9002\u914d\u3001\u5197\u4f59\u903b\u8f91\u88c1\u526a&#xff0c;\u66ff\u6362\u901a\u7528\u4f4e\u6548\u7b97\u5b50&#xff0c;\u5927\u5e45\u964d\u4f4e\u8ba1\u7b97\u4e0eIO\u5f00\u9500\u3002<\/li>\n<li>\u7b2c\u4e94\u5c42&#xff1a;\u786c\u4ef6\u9002\u914d\u5c42&#xff1a;\u6700\u5e95\u5c42\u786c\u4ef6\u5bf9\u63a5\u5c42&#xff0c;\u5c4f\u853d\u4e0d\u540c\u786c\u4ef6\u7684\u9002\u914d\u5dee\u5f02\u3002\u517c\u5bb9NVIDIA GPU\u3001AMD GPU\u3001\u56fd\u4ea7\u6607\u817e\u3001\u71e7\u539f\u7b49\u52a0\u901f\u5361&#xff0c;\u7edf\u4e00\u4e0a\u5c42\u8c03\u7528\u63a5\u53e3&#xff0c;\u4e0b\u5c42\u9002\u914d\u4e0d\u540c\u786c\u4ef6\u6307\u4ee4\u4e0e\u663e\u5b58\u8c03\u5ea6\u903b\u8f91&#xff0c;\u5b9e\u73b0\u4e00\u5957\u67b6\u6784\u591a\u786c\u4ef6\u901a\u7528\u3002<\/li>\n<\/ul>\n<p>\u67b6\u6784\u5206\u5c42\u8bf4\u660e&#xff1a;<\/p>\n<table>\n<tr>\u5c42\u7ea7\u6838\u5fc3\u804c\u8d23\u5173\u952e\u80fd\u529b<\/tr>\n<tbody>\n<tr>\n<td>\u4e1a\u52a1\u9002\u914d\u5c42<\/td>\n<td>\u7edf\u4e00\u8bf7\u6c42\u5165\u53e3<\/td>\n<td>\u5355\u8f6e\/\u591a\u8f6e\/\u6d41\u5f0f\/\u6279\u91cf\/Agent\u8c03\u7528\u89e3\u6790&#xff0c;\u53c2\u6570\u6821\u9a8c\u4e0e\u6807\u51c6\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u4efb\u52a1\u8c03\u5ea6\u5c42<\/td>\n<td>\u8bf7\u6c42\u8c03\u5ea6\u4e2d\u67a2<\/td>\n<td>\u52a8\u6001\u6279\u5904\u7406\u3001\u4f18\u5148\u7ea7\u8c03\u5ea6\u3001\u6d41\u91cf\u9650\u6d41\u3001\u8d85\u65f6\u7ba1\u7406&#xff0c;\u6700\u5927\u5316\u786c\u4ef6\u5229\u7528\u7387<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u7406\u6838\u5fc3\u5c42<\/td>\n<td>\u63a8\u7406\u903b\u8f91\u6838\u5fc3<\/td>\n<td>\u81ea\u56de\u5f52\u751f\u6210\u3001KV\u7f13\u5b58\u7ba1\u7406\u3001\u4e0a\u4e0b\u6587\u7ef4\u62a4&#xff0c;\u6027\u80fd\u4f18\u5316\u4e0e\u8c03\u4f18<\/td>\n<\/tr>\n<tr>\n<td>\u7b97\u5b50\u4f18\u5316\u5c42<\/td>\n<td>\u5e95\u5c42\u8ba1\u7b97\u4f18\u5316<\/td>\n<td>\u81ea\u5b9a\u4e49\u7b97\u5b50\u3001\u7b97\u5b50\u878d\u5408\u3001\u91cf\u5316\u8ba1\u7b97&#xff0c;\u964d\u4f4e\u8ba1\u7b97\u4e0eIO\u5f00\u9500<\/td>\n<\/tr>\n<tr>\n<td>\u786c\u4ef6\u9002\u914d\u5c42<\/td>\n<td>\u786c\u4ef6\u517c\u5bb9\u5bf9\u63a5<\/td>\n<td>\u517c\u5bb9NVIDIA\/AMD\/\u6607\u817e\/\u71e7\u539f&#xff0c;\u4e00\u5957\u67b6\u6784\u591a\u786c\u4ef6\u901a\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>2. \u6838\u5fc3\u6a21\u5757\u62c6\u89e3<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u57fa\u4e8e\u4e94\u5c42\u5206\u5c42\u67b6\u6784&#xff0c;\u81ea\u7814Runtime\u53ef\u62c6\u89e3\u4e3a\u4e94\u5927\u72ec\u7acb\u6838\u5fc3\u529f\u80fd\u6a21\u5757&#xff0c;\u5404\u6a21\u5757\u804c\u8d23\u5355\u4e00\u3001\u89e3\u8026\u5f7b\u5e95&#xff0c;\u53ef\u5355\u72ec\u8fed\u4ee3\u4f18\u5316&#xff0c;\u662f\u843d\u5730\u5f00\u53d1\u7684\u6838\u5fc3\u6293\u624b&#xff0c;\u5177\u4f53\u80fd\u529b\u62c6\u89e3\u5982\u4e0b&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"389\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902095727-6a97f307de9f5.png\" width=\"3870\" \/><\/p>\n<ul>\n<li>\u6a21\u578b\u52a0\u8f7d\u6a21\u5757&#xff1a;\u652f\u6301FP16\u3001INT8\u3001INT4\u591a\u7cbe\u5ea6\u6743\u91cd\u52a0\u8f7d&#xff0c;\u9002\u914dMoE\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u3001\u7a00\u758f\u6a21\u578b\u6309\u9700\u52a0\u8f7d\u3002\u533a\u522b\u4e8e\u901a\u7528\u6846\u67b6\u5168\u91cf\u52a0\u8f7d&#xff0c;\u652f\u6301\u6743\u91cd\u5206\u7247\u3001\u589e\u91cf\u52a0\u8f7d&#xff0c;\u964d\u4f4e\u521d\u59cb\u5316\u663e\u5b58\u5360\u7528\u3001\u63d0\u5347\u542f\u52a8\u901f\u5ea6&#xff0c;\u540c\u65f6\u5177\u5907\u6743\u91cd\u6821\u9a8c\u3001\u683c\u5f0f\u517c\u5bb9\u3001\u5f02\u5e38\u5bb9\u9519\u80fd\u529b\u3002<\/li>\n<li>KV\u7f13\u5b58\u6a21\u5757&#xff1a;\u5927\u6a21\u578b\u63a8\u7406\u63d0\u901f\u6838\u5fc3\u6a21\u5757&#xff0c;\u4e5f\u662f\u81ea\u7814Runtime\u6838\u5fc3\u4f18\u52bf\u3002\u9488\u5bf9\u81ea\u56de\u5f52\u63a8\u7406\u91cd\u590d\u8ba1\u7b97\u75db\u70b9&#xff0c;\u5b9e\u73b0\u7f13\u5b58\u590d\u7528\u3001\u52a8\u6001\u6269\u5bb9\u3001\u5185\u5b58\u5206\u9875\u3001\u524d\u7f00\u7f13\u5b58\u80fd\u529b&#xff0c;\u89c4\u907f\u91cd\u590d\u7b97\u529b\u6d88\u8017&#xff0c;\u884c\u4e1avLLM\u3001DeepSeek\u4e3b\u6d41\u7f13\u5b58\u4f18\u5316\u5747\u57fa\u4e8e\u8be5\u6a21\u5757\u903b\u8f91\u5b9e\u73b0\u3002<\/li>\n<li>\u4efb\u52a1\u8c03\u5ea6\u6a21\u5757&#xff1a;\u7ba1\u63a7\u6240\u6709\u63a8\u7406\u4efb\u52a1\u5168\u751f\u547d\u5468\u671f&#xff0c;\u652f\u6301\u52a8\u6001\u6279\u5904\u7406\u3001\u8bf7\u6c42\u4f18\u5148\u7ea7\u6392\u5e8f\u3001\u4efb\u52a1\u6392\u961f\u3001\u8d85\u65f6\u9500\u6bc1\u3001\u6d41\u91cf\u9650\u6d41\u3002\u53ef\u667a\u80fd\u9694\u79bb\u957f\u77ed\u6587\u672c\u8bf7\u6c42&#xff0c;\u89e3\u51b3\u901a\u7528\u6846\u67b6\u9759\u6001Batch\u7684\u963b\u585e\u74f6\u9888&#xff0c;\u5e73\u8861\u6574\u4f53\u541e\u5410\u4e0e\u63a8\u7406\u5ef6\u8fdf\u3002<\/li>\n<li>\u89e3\u7801\u63a7\u5236\u6a21\u5757&#xff1a;\u7cbe\u7ec6\u5316\u7ba1\u63a7Token\u751f\u6210\u7b56\u7565&#xff0c;\u539f\u751f\u652f\u6301Top-K\u3001Top-P\u3001\u6e29\u5ea6\u7cfb\u6570\u3001\u91cd\u590d\u60e9\u7f5a\u3001\u6700\u5927\u751f\u6210\u957f\u5ea6\u7b49\u53c2\u6570\u3002\u652f\u6301\u81ea\u5b9a\u4e49\u63a8\u6d4b\u89e3\u7801\u3001\u6279\u91cf\u89e3\u7801\u3001\u6d41\u5f0f\u9010Token\u8f93\u51fa&#xff0c;\u9002\u914d\u5bf9\u8bdd\u3001\u521b\u4f5c\u3001\u63a8\u7406\u7b49\u4e0d\u540c\u4e1a\u52a1\u7684\u751f\u6210\u98ce\u683c\u9700\u6c42\u3002<\/li>\n<li>\u8d44\u6e90\u76d1\u63a7\u6a21\u5757&#xff1a;\u5de5\u4e1a\u5316\u843d\u5730\u5fc5\u5907\u6a21\u5757&#xff0c;\u5b9e\u65f6\u76d1\u63a7\u663e\u5b58\u5360\u7528\u3001\u7b97\u529b\u5229\u7528\u7387\u3001\u4efb\u52a1\u6392\u961f\u91cf\u3001\u63a8\u7406\u5ef6\u8fdf\u3001\u7f13\u5b58\u547d\u4e2d\u7387\u7b49\u6838\u5fc3\u6307\u6807\u3002\u652f\u6301\u5f02\u5e38\u544a\u8b66\u3001\u8d44\u6e90\u8d85\u9650\u4fdd\u62a4\u3001\u81ea\u52a8\u8d44\u6e90\u56de\u6536&#xff0c;\u675c\u7edd\u5185\u5b58\u6cc4\u6f0f\u3001\u663e\u5b58\u6ea2\u51fa\u3001\u4efb\u52a1\u5806\u79ef\u7b49\u7ebf\u4e0a\u95ee\u9898\u3002<\/li>\n<\/ul>\n<h3>3. \u6a21\u5757\u534f\u540c\u8fd0\u884c\u6d41\u7a0b<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u4e3a\u65b9\u4fbf\u5927\u5bb6\u76f4\u89c2\u7406\u89e3\u6574\u4f53\u8fd0\u884c\u903b\u8f91&#xff0c;\u8fd9\u91cc\u5b8c\u6574\u62c6\u89e3\u4e00\u6b21\u7528\u6237\u8bf7\u6c42\u4ece\u63a5\u5165\u5230\u7ed3\u679c\u8fd4\u56de\u7684\u5168\u94fe\u8def\u6a21\u5757\u534f\u540c\u6d41\u7a0b&#xff0c;\u5168\u7a0b\u5faa\u5e8f\u6e10\u8fdb\u3001\u65e0\u65ad\u70b9\u3001\u65e0\u5197\u4f59&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"389\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902095728-6a97f3087d1ea.png\" width=\"5894\" \/><\/p>\n<ul>\n<li>1. \u8bf7\u6c42\u63a5\u5165\u6821\u9a8c&#xff1a;\u4e1a\u52a1\u9002\u914d\u5c42\u63a5\u6536\u7528\u6237\u5bf9\u8bdd\u8bf7\u6c42&#xff0c;\u6821\u9a8c\u8bf7\u6c42\u53c2\u6570\u3001\u7edf\u4e00\u6570\u636e\u683c\u5f0f\u3001\u8fc7\u6ee4\u975e\u6cd5\u8bf7\u6c42&#xff0c;\u751f\u6210\u6807\u51c6\u5316\u63a8\u7406\u4efb\u52a1&#xff0c;\u63a8\u9001\u81f3\u4efb\u52a1\u8c03\u5ea6\u5c42\u3002<\/li>\n<li>2. \u4efb\u52a1\u8c03\u5ea6\u6392\u5e03&#xff1a;\u4efb\u52a1\u8c03\u5ea6\u5c42\u5bf9\u8bf7\u6c42\u505a\u4f18\u5148\u7ea7\u6392\u5e8f&#xff0c;\u7ed3\u5408\u5b9e\u65f6\u663e\u5b58\u3001\u7b97\u529b\u3001\u961f\u5217\u72b6\u6001&#xff0c;\u5224\u65ad\u662f\u5426\u5408\u5e76\u52a8\u6001Batch&#xff0c;\u5b8c\u6210\u8d44\u6e90\u9884\u5206\u914d\u4e0e\u4efb\u52a1\u6392\u961f\u3002<\/li>\n<li>3. \u9884\u5904\u7406\u4e0e\u52a0\u8f7d&#xff1a;\u8c03\u5ea6\u4efb\u52a1\u63a8\u9001\u81f3\u63a8\u7406\u6838\u5fc3\u5c42&#xff0c;\u6a21\u578b\u52a0\u8f7d\u6a21\u5757\u786e\u8ba4\u6743\u91cd\u5c31\u7eea&#xff0c;\u5b8c\u6210\u6587\u672c\u5206\u8bcd\u3001Token\u8f6c\u6362\u3001\u4e0a\u4e0b\u6587\u62fc\u63a5\u7b49\u9884\u5904\u7406\u64cd\u4f5c\u3002<\/li>\n<li>4. \u7f13\u5b58\u590d\u7528\u63a8\u7406&#xff1a;\u63a8\u7406\u6838\u5fc3\u5c42\u8c03\u7528KV\u7f13\u5b58\u6a21\u5757&#xff0c;\u590d\u7528\u5386\u53f2\u4e0a\u4e0b\u6587\u7f13\u5b58&#xff0c;\u4ec5\u8ba1\u7b97\u65b0\u589eToken\u7279\u5f81&#xff0c;\u89c4\u907f\u524d\u7f6e\u5185\u5bb9\u91cd\u590d\u8ba1\u7b97\u3002<\/li>\n<li>5. \u5e95\u5c42\u9ad8\u6548\u8ba1\u7b97&#xff1a;\u7b97\u5b50\u4f18\u5316\u5c42\u6267\u884c\u9ad8\u9891\u77e9\u9635\u8ba1\u7b97\u3001\u6ce8\u610f\u529b\u8ba1\u7b97&#xff0c;\u901a\u8fc7\u81ea\u5b9a\u4e49\u878d\u5408\u7b97\u5b50\u964d\u4f4eIO\u5f00\u9500\u4e0e\u8ba1\u7b97\u8017\u65f6&#xff0c;\u5b8c\u6210\u5e95\u5c42\u63a8\u7406\u8fd0\u7b97\u3002<\/li>\n<li>6. \u81ea\u56de\u5f52\u89e3\u7801\u751f\u6210&#xff1a;\u89e3\u7801\u63a7\u5236\u6a21\u5757\u6309\u7167\u9884\u8bbe\u7b56\u7565\u5faa\u73af\u751f\u6210Token&#xff0c;\u6301\u7eed\u81ea\u56de\u5f52\u63a8\u7406&#xff0c;\u76f4\u81f3\u751f\u6210\u7ed3\u675f\u7b26\u6216\u8fbe\u5230\u6700\u5927\u751f\u6210\u957f\u5ea6\u3002<\/li>\n<li>7. \u8d44\u6e90\u56de\u6536\u7edf\u8ba1&#xff1a;\u63a8\u7406\u5b8c\u6210\u540e&#xff0c;\u8d44\u6e90\u76d1\u63a7\u6a21\u5757\u7edf\u8ba1\u672c\u6b21\u8d44\u6e90\u6d88\u8017&#xff0c;KV\u7f13\u5b58\u6a21\u5757\u66f4\u65b0\u7f13\u5b58\u72b6\u6001\u3001\u56de\u6536\u95f2\u7f6e\u663e\u5b58&#xff0c;\u8c03\u5ea6\u5c42\u9500\u6bc1\u5df2\u5b8c\u6210\u4efb\u52a1\u3002<\/li>\n<li>8. \u7ed3\u679c\u8fd4\u56de\u95ed\u73af&#xff1a;\u63a8\u7406\u7ed3\u679c\u7ecf\u4e1a\u52a1\u9002\u914d\u5c42\u683c\u5f0f\u5316\u5904\u7406\u540e&#xff0c;\u8fd4\u56de\u4e0a\u5c42\u4e1a\u52a1\u7aef&#xff0c;\u5b8c\u6210\u5168\u94fe\u8def\u8fd0\u884c\u95ed\u73af\u3002<\/li>\n<\/ul>\n<h3>4. \u67b6\u6784\u5b9e\u8df5\u5e94\u7528\u793a\u4f8b<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u4ee5\u4e0b\u793a\u4f8b&#xff0c;\u4e25\u683c\u8fd8\u539f\u5206\u5c42\u67b6\u6784\u6838\u5fc3\u903b\u8f91&#xff0c;\u4f53\u73b0\u5c42\u7ea7\u89e3\u8026\u3001\u5404\u53f8\u5176\u804c\u7684\u81ea\u7814\u8bbe\u8ba1\u601d\u8def&#xff0c;\u53ef\u4f5c\u4e3a\u57fa\u7840\u5f00\u53d1\u6a21\u677f&#xff1a;<\/p>\n<p># \u81ea\u7814Runtime\u5206\u5c42\u67b6\u6784\u6781\u7b80\u843d\u5730\u793a\u4f8b<br \/>\nclass AdapterLayer:<br \/>\n    # \u4e1a\u52a1\u9002\u914d\u5c42<br \/>\n    def parse_request(self, prompt):<br \/>\n        return {&#034;input&#034;: prompt, &#034;max_len&#034;: 1024, &#034;temperature&#034;: 0.7}<\/p>\n<p>class ScheduleLayer:<br \/>\n    # \u4efb\u52a1\u8c03\u5ea6\u5c42<br \/>\n    def dynamic_batch(self, task_list):<br \/>\n        # \u52a8\u6001\u5408\u5e76\u8f7b\u91cf\u8bf7\u6c42&#xff0c;\u751f\u6210\u6279\u91cf\u4efb\u52a1<br \/>\n        return task_list<\/p>\n<p>class InferCoreLayer:<br \/>\n    # \u63a8\u7406\u6838\u5fc3\u5c42<br \/>\n    def __init__(self):<br \/>\n        self.kv_cache &#061; {}<\/p>\n<p>    def forward(self, input_data):<br \/>\n        # \u590d\u7528KV\u7f13\u5b58&#xff0c;\u6267\u884c\u81ea\u56de\u5f52\u63a8\u7406<br \/>\n        return &#034;infer_result&#034;<\/p>\n<p>class RuntimeEngine:<br \/>\n    def __init__(self):<br \/>\n        self.adapter &#061; AdapterLayer()<br \/>\n        self.scheduler &#061; ScheduleLayer()<br \/>\n        self.infer_core &#061; InferCoreLayer()<\/p>\n<p>    def run(self, prompt):<br \/>\n        # \u5168\u94fe\u8def\u6267\u884c<br \/>\n        task &#061; self.adapter.parse_request(prompt)<br \/>\n        batch_task &#061; self.scheduler.dynamic_batch([task])<br \/>\n        result &#061; self.infer_core.forward(batch_task)<br \/>\n        return result<\/p>\n<p># \u67b6\u6784\u8c03\u7528\u6d4b\u8bd5<br \/>\nengine &#061; RuntimeEngine()<br \/>\nprint(engine.run(&#034;\u81ea\u7814Runtime\u67b6\u6784\u4f18\u52bf&#034;))<\/p>\n<h2>\u56db\u3001\u81ea\u7814\u6838\u5fc3\u4f18\u5316\u6280\u672f<\/h2>\n<h3>1. KV\u7f13\u5b58\u4f18\u5316\u6280\u672f<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0KV\u7f13\u5b58\u662f\u5927\u6a21\u578b\u63a8\u7406\u63d0\u901f\u7684\u6838\u5fc3\u5173\u952e&#xff0c;\u4e5f\u662f\u81ea\u7814Runtime\u6700\u6838\u5fc3\u7684\u4f18\u5316\u70b9\u3002\u5927\u6a21\u578b\u91c7\u7528\u81ea\u56de\u5f52\u751f\u6210\u6a21\u5f0f&#xff0c;\u9010Token\u751f\u6210\u5185\u5bb9&#xff0c;\u6bcf\u4e00\u4e2a\u65b0Token\u90fd\u4f9d\u8d56\u5168\u90e8\u524d\u6587\u6ce8\u610f\u529b\u7279\u5f81&#xff0c;\u82e5\u6bcf\u6b21\u63a8\u7406\u90fd\u5168\u91cf\u91cd\u7b97\u4e0a\u4e0b\u6587&#xff0c;\u4f1a\u9020\u6210\u6781\u5927\u7b97\u529b\u6d6a\u8d39&#xff0c;\u76f4\u63a5\u62c9\u4f4e\u63a8\u7406\u901f\u5ea6\u4e0e\u541e\u5410\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0KV\u7f13\u5b58\u6838\u5fc3\u539f\u7406\u5341\u5206\u6e05\u6670&#xff1a;\u9996\u6b21\u63a8\u7406\u8ba1\u7b97\u51fa\u5168\u90e8\u4e0a\u4e0b\u6587Token\u7684Key\u3001Value\u77e9\u9635\u5e76\u7f13\u5b58\u81f3\u663e\u5b58&#xff1b;\u540e\u7eed\u589e\u91cf\u751f\u6210\u4ec5\u8ba1\u7b97\u65b0\u589eToken\u7684KV\u503c&#xff0c;\u76f4\u63a5\u590d\u7528\u5386\u53f2\u7f13\u5b58\u6570\u636e&#xff0c;\u5f7b\u5e95\u89c4\u907f\u91cd\u590d\u8ba1\u7b97&#xff0c;\u5b9e\u73b0\u63d0\u901f\u964d\u8017\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5f00\u6e90\u6846\u67b6\u539f\u751fKV\u7f13\u5b58\u5b58\u5728\u660e\u663e\u77ed\u677f&#xff1a;\u5185\u5b58\u8fde\u7eed\u5206\u914d\u3001\u56fa\u5b9a\u5360\u7528\u3001\u788e\u7247\u4e25\u91cd\u3001\u65e0\u6cd5\u590d\u7528\u76f8\u4f3c\u524d\u7f00\u3002\u81ea\u7814Runtime\u9488\u5bf9\u6027\u5b9e\u73b0\u4e09\u91cd\u9ad8\u9636\u4f18\u5316&#xff0c;\u5168\u65b9\u4f4d\u89e3\u51b3\u75db\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u5206\u9875\u5f0fKV\u7f13\u5b58&#xff1a;\u501f\u9274vLLM\u6210\u719f\u601d\u8def&#xff0c;\u5c06\u663e\u5b58\u62c6\u5206\u4e3a\u56fa\u5b9a\u5927\u5c0f\u5185\u5b58\u5757&#xff0c;\u65e0\u9700\u4e3a\u8bf7\u6c42\u5206\u914d\u8fde\u7eed\u663e\u5b58\u7a7a\u95f4&#xff0c;\u901a\u8fc7\u6307\u9488\u5bfb\u5740\u62fc\u63a5\u7f13\u5b58\u6570\u636e&#xff0c;\u5f7b\u5e95\u6d88\u9664\u5185\u5b58\u788e\u7247&#xff0c;\u663e\u5b58\u5229\u7528\u7387\u63d0\u534740%\u4ee5\u4e0a&#xff0c;\u540c\u65f6\u652f\u6301\u52a8\u6001\u6269\u5bb9\u3001\u7f29\u5bb9&#xff0c;\u9002\u914d\u957f\u77ed\u6587\u672c\u573a\u666f\u3002<\/li>\n<li>\u524d\u7f00\u7f13\u5b58\u590d\u7528&#xff1a;\u9488\u5bf9\u591a\u8f6e\u5bf9\u8bdd\u3001\u6279\u91cf\u8bf7\u6c42\u7684\u901a\u7528\u524d\u7f00\u573a\u666f&#xff0c;\u5bf9\u4e0a\u4e0b\u6587\u524d\u7f00\u505a\u54c8\u5e0c\u6821\u9a8c&#xff0c;\u7f13\u5b58\u901a\u7528KV\u6570\u636e&#xff0c;\u76f8\u540c\u524d\u7f00\u8bf7\u6c42\u53ef\u76f4\u63a5\u590d\u7528&#xff0c;\u65e0\u9700\u91cd\u590d\u8ba1\u7b97\u3002\u9ad8\u5e76\u53d1\u573a\u666f\u7f13\u5b58\u547d\u4e2d\u7387\u53ef\u8fbe90%\u4ee5\u4e0a&#xff0c;\u5927\u5e45\u964d\u4f4e\u7b97\u529b\u6d88\u8017\u3002<\/li>\n<li>\u6df7\u5408\u7f13\u5b58\u6dd8\u6c70\u7b56\u7565&#xff1a;\u81ea\u7814LRU&#043;TTL\u53cc\u91cd\u6dd8\u6c70\u673a\u5236&#xff0c;\u81ea\u52a8\u56de\u6536\u957f\u671f\u95f2\u7f6e\u3001\u8fc7\u671f\u7684KV\u7f13\u5b58&#xff0c;\u907f\u514d\u663e\u5b58\u6cc4\u6f0f\u4e0e\u957f\u671f\u5360\u7528\u3002\u540c\u65f6\u4f18\u5148\u4fdd\u7559\u9ad8\u9891\u7f13\u5b58&#xff0c;\u5e73\u8861\u7f13\u5b58\u547d\u4e2d\u7387\u4e0e\u663e\u5b58\u5360\u7528&#xff0c;\u9002\u914d\u7ebf\u4e0a\u957f\u671f\u7a33\u5b9a\u8fd0\u884c\u3002<\/li>\n<\/ul>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 \u4ee5\u4e0bKV\u7f13\u5b58\u793a\u4f8b&#xff0c;\u76f4\u89c2\u590d\u73b0\u7f13\u5b58\u54c8\u5e0c\u5339\u914d\u3001\u590d\u7528\u3001\u66f4\u65b0\u3001\u6e05\u7406\u6838\u5fc3\u903b\u8f91&#xff0c;\u8d34\u5408\u81ea\u7814\u843d\u5730\u601d\u8def&#xff1a;<\/p>\n<p># \u81ea\u7814KV\u7f13\u5b58\u6781\u7b80\u5b9e\u73b0<br \/>\nclass KVCache:<br \/>\n    def __init__(self):<br \/>\n        self.cache &#061; dict()  # key:\u4e0a\u4e0b\u6587\u524d\u7f00hash, value:kv\u77e9\u9635<\/p>\n<p>    def get_cache(self, prefix_hash):<br \/>\n        # \u83b7\u53d6\u5386\u53f2\u7f13\u5b58<br \/>\n        return self.cache.get(prefix_hash, None)<\/p>\n<p>    def update_cache(self, prefix_hash, kv_data):<br \/>\n        # \u66f4\u65b0\u5e76\u7f13\u5b58KV\u6570\u636e<br \/>\n        self.cache[prefix_hash] &#061; kv_data<\/p>\n<p>    def clear_expire(self, expire_list):<br \/>\n        # \u6e05\u7406\u8fc7\u671f\u7f13\u5b58<br \/>\n        for key in expire_list:<br \/>\n            self.cache.pop(key, None)<\/p>\n<p># \u7f13\u5b58\u8c03\u7528\u6d41\u7a0b<br \/>\nkv_cache &#061; KVCache()<br \/>\nprefix_hash &#061; &#034;user_dialog_prefix_001&#034;<br \/>\n# \u547d\u4e2d\u7f13\u5b58\u76f4\u63a5\u590d\u7528<br \/>\ncache_data &#061; kv_cache.get_cache(prefix_hash)<br \/>\nif cache_data:<br \/>\n    print(&#034;\u590d\u7528\u5386\u53f2KV\u7f13\u5b58&#xff0c;\u8df3\u8fc7\u524d\u7f6e\u8ba1\u7b97&#034;)<br \/>\nelse:<br \/>\n    print(&#034;\u9996\u6b21\u63a8\u7406&#xff0c;\u8ba1\u7b97\u5e76\u7f13\u5b58KV\u6570\u636e&#034;)<br \/>\n    kv_cache.update_cache(prefix_hash, &#034;new_kv_matrix&#034;)<\/p>\n<h3>2. \u52a8\u6001\u6279\u5904\u7406\u4f18\u5316<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u6279\u5904\u7406\u662f\u63d0\u5347\u5927\u6a21\u578b\u63a8\u7406\u541e\u5410\u7684\u6838\u5fc3\u624b\u6bb5&#xff0c;\u5f00\u6e90\u6846\u67b6\u666e\u904d\u91c7\u7528\u9759\u6001\u6279\u5904\u7406&#xff0c;\u5b58\u5728\u4e25\u91cd\u6027\u80fd\u74f6\u9888\u3002\u9759\u6001\u6279\u5904\u7406\u9700\u7b49\u5f85\u56fa\u5b9a\u6570\u91cf\u8bf7\u6c42\u96c6\u9f50\u540e\u7edf\u4e00\u63a8\u7406&#xff0c;\u6781\u6613\u9020\u6210\u8bf7\u6c42\u6392\u961f\u963b\u585e\u3001\u957f\u77ed\u8bf7\u6c42\u4e92\u76f8\u62d6\u7d2f&#xff0c;\u5bfc\u81f4\u6574\u4f53\u541e\u5410\u4f4e\u3001\u5ef6\u8fdf\u6ce2\u52a8\u5927\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u81ea\u7814Runtime\u7684\u52a8\u6001\u6279\u5904\u7406\u673a\u5236\u5f7b\u5e95\u6253\u7834\u9759\u6001\u9650\u5236&#xff0c;\u6838\u5fc3\u903b\u8f91\u4e3a&#xff1a;\u4e0d\u56fa\u5b9a\u6279\u6b21\u5927\u5c0f\u3001\u4e0d\u56fa\u5b9a\u7b49\u5f85\u65f6\u957f&#xff0c;\u5b9e\u65f6\u76d1\u542c\u961f\u5217\u3001\u663e\u5b58\u3001\u7b97\u529b\u72b6\u6001&#xff0c;\u52a8\u6001\u5408\u5e76\u3001\u62c6\u5206\u4efb\u52a1&#xff0c;\u6700\u5927\u5316\u6316\u6398\u786c\u4ef6\u7b97\u529b&#xff0c;\u6838\u5fc3\u4f18\u5316\u4eae\u70b9\u5206\u4e3a\u4e09\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u81ea\u9002\u5e94\u6279\u6b21\u5408\u5e76&#xff1a;\u7b97\u529b\u3001\u663e\u5b58\u7a7a\u95f2\u5145\u8db3\u65f6&#xff0c;\u4e3b\u52a8\u5408\u5e76\u66f4\u591a\u8f7b\u91cf\u8bf7\u6c42&#xff0c;\u63d0\u5347\u5355\u6b21\u63a8\u7406\u541e\u5410&#xff1b;\u8d44\u6e90\u7d27\u5f20\u65f6\u81ea\u52a8\u7f29\u51cf\u6279\u6b21\u3001\u62c6\u5206\u957f\u4efb\u52a1&#xff0c;\u907f\u514d\u8d44\u6e90\u8fc7\u8f7d&#xff0c;\u5b9e\u73b0\u541e\u5410\u4e0e\u7a33\u5b9a\u6027\u53cc\u5411\u5e73\u8861\u3002<\/li>\n<li>\u957f\u77ed\u8bf7\u6c42\u9694\u79bb\u8c03\u5ea6&#xff1a;\u81ea\u52a8\u8bc6\u522b\u77ed\u6587\u672c\u5bf9\u8bdd\u3001\u957f\u6587\u672c\u751f\u6210\u3001\u6587\u6863\u6458\u8981\u7b49\u4e0d\u540c\u957f\u5ea6\u8bf7\u6c42&#xff0c;\u5206\u961f\u5217\u72ec\u7acb\u8c03\u5ea6\u3002\u675c\u7edd\u957f\u8bf7\u6c42\u963b\u585e\u6574\u6279\u77ed\u8bf7\u6c42\u7684\u95ee\u9898&#xff0c;\u4fdd\u969c\u5404\u7c7b\u4e1a\u52a1\u8bf7\u6c42\u5ef6\u8fdf\u7a33\u5b9a\u3002<\/li>\n<li>\u6beb\u79d2\u7ea7\u8d85\u65f6\u515c\u5e95&#xff1a;\u9488\u5bf9\u4f4e\u5e76\u53d1\u7a7a\u8f7d\u573a\u666f&#xff0c;\u4e0d\u65e0\u9650\u7b49\u5f85\u8bf7\u6c42\u96c6\u9f50&#xff0c;\u8bbe\u7f6e\u6beb\u79d2\u7ea7\u8d85\u65f6\u673a\u5236&#xff0c;\u8d85\u65f6\u7acb\u5373\u6267\u884c\u5f53\u524d\u6279\u6b21\u4efb\u52a1&#xff0c;\u5f7b\u5e95\u89e3\u51b3\u5355\u8bf7\u6c42\u957f\u671f\u963b\u585e\u95ee\u9898&#xff0c;\u5927\u5e45\u964d\u4f4e\u4f4e\u5e76\u53d1\u573a\u666f\u63a8\u7406\u5ef6\u8fdf\u3002<\/li>\n<\/ul>\n<h3>3. \u7b97\u5b50\u5b9a\u5236\u4e0e\u878d\u5408\u4f18\u5316<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5927\u6a21\u578b\u63a8\u740690%\u4ee5\u4e0a\u7684\u8017\u65f6&#xff0c;\u96c6\u4e2d\u5728\u77e9\u9635\u4e58\u6cd5\u3001\u591a\u5934\u6ce8\u610f\u529b\u3001LayerNorm\u3001\u6fc0\u6d3b\u51fd\u6570\u7b49\u9ad8\u9891\u7b97\u5b50\u8ba1\u7b97\u4e2d\u3002\u901a\u7528\u5f00\u6e90\u7b97\u5b50\u5e93\u9002\u914d\u5168\u573a\u666f&#xff0c;\u901a\u7528\u6027\u5f3a\u3001\u9488\u5bf9\u6027\u5f31&#xff0c;\u5b58\u5728\u5927\u91cf\u5197\u4f59\u8ba1\u7b97\u3001\u9891\u7e41\u5185\u5b58\u8bfb\u5199\u5f00\u9500&#xff0c;\u65e0\u6cd5\u9002\u914d\u5927\u6a21\u578b\u4e13\u5c5e\u8ba1\u7b97\u7279\u5f81\u3002\u81ea\u7814Runtime\u4ece\u5e95\u5c42\u7b97\u5b50\u5165\u624b&#xff0c;\u901a\u8fc7\u5b9a\u5236\u5f00\u53d1\u4e0e\u7b97\u5b50\u878d\u5408\u5b9e\u73b0\u6781\u81f4\u63d0\u901f&#xff0c;\u6838\u5fc3\u4f18\u5316\u65b9\u5411\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\u5197\u4f59\u7b97\u5b50\u88c1\u526a&#xff1a;\u901a\u7528\u7b97\u5b50\u5305\u542b\u5927\u91cf\u8bad\u7ec3\u4e13\u5c5e\u903b\u8f91\u3001\u591a\u5206\u652f\u5224\u65ad\u3001\u5197\u4f59\u7cbe\u5ea6\u9002\u914d\u4ee3\u7801\u3002\u81ea\u7814\u5b9a\u5236\u7b97\u5b50\u4ec5\u4fdd\u7559\u63a8\u7406\u5fc5\u9700\u903b\u8f91&#xff0c;\u88c1\u526a\u65e0\u6548\u5206\u652f\u4e0e\u5197\u4f59\u8ba1\u7b97&#xff0c;\u7cbe\u7b80\u6307\u4ee4\u94fe\u8def&#xff0c;\u51cf\u5c11\u65e0\u6548\u7b97\u529b\u6d88\u8017\u3002<\/li>\n<li>\u591a\u7b97\u5b50\u878d\u5408\u8ba1\u7b97&#xff1a;\u6a21\u578b\u63a8\u7406\u5b58\u5728\u5927\u91cf\u8fde\u7eed\u6267\u884c\u7684\u7b97\u5b50\u7ec4\u5408&#xff08;MatMul&#043;LayerNorm\u3001Attention&#043;\u6fc0\u6d3b\u51fd\u6570\u7b49&#xff09;&#xff0c;\u9010\u7b97\u5b50\u6267\u884c\u4f1a\u9891\u7e41\u8bfb\u5199\u663e\u5b58\u3001\u4ea7\u751f\u9ad8\u989dIO\u5f00\u9500\u3002\u81ea\u7814Runtime\u5c06\u591a\u6bb5\u8fde\u7eed\u7b97\u5b50\u878d\u5408\u4e3a\u5355\u4e2a\u81ea\u5b9a\u4e49\u7b97\u5b50&#xff0c;\u4e00\u6b21\u6027\u5b8c\u6210\u8ba1\u7b97&#xff0c;\u5927\u5e45\u51cf\u5c11\u5185\u5b58\u4ea4\u4e92\u6b21\u6570&#xff0c;\u663e\u8457\u964d\u4f4e\u63a8\u7406\u8017\u65f6\u3002<\/li>\n<li>\u786c\u4ef6\u6307\u4ee4\u6df1\u5ea6\u9002\u914d&#xff1a;\u9488\u5bf9\u4e0d\u540c\u786c\u4ef6\u4e13\u5c5e\u6307\u4ee4\u96c6\u505a\u5b9a\u5411\u4f18\u5316&#xff0c;\u4f8b\u5982NVIDIA GPU Tensor Core\u3001\u56fd\u4ea7\u52a0\u901f\u5361\u4e13\u5c5e\u8ba1\u7b97\u6307\u4ee4&#xff0c;\u8ba9\u7b97\u5b50\u6df1\u5ea6\u9002\u914d\u786c\u4ef6\u7279\u6027&#xff0c;\u6700\u5927\u5316\u6316\u6398\u786c\u4ef6\u7b97\u529b\u4e0a\u9650&#xff0c;\u6027\u80fd\u76f8\u6bd4\u901a\u7528\u7b97\u5b50\u53ef\u63d0\u53471.5-6\u500d\u3002<\/li>\n<\/ul>\n<h3>4. \u91cf\u5316\u63a8\u7406\u4f18\u5316<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u767e\u4ebf\u3001\u5343\u4ebf\u7ea7\u5927\u6a21\u578b\u5168\u7cbe\u5ea6\u63a8\u7406\u663e\u5b58\u5360\u7528\u6781\u9ad8&#xff0c;\u5355\u5361\u96be\u4ee5\u627f\u8f7d&#xff0c;\u91cf\u5316\u538b\u7f29\u662f\u6a21\u578b\u8f7b\u91cf\u5316\u90e8\u7f72\u3001\u964d\u4f4e\u7b97\u529b\u6210\u672c\u7684\u6838\u5fc3\u624b\u6bb5\u3002\u81ea\u7814Runtime\u53ef\u5b9e\u73b0\u7cbe\u7ec6\u5316\u3001\u573a\u666f\u5316\u91cf\u5316\u7ba1\u63a7&#xff0c;\u76f8\u6bd4\u5f00\u6e90\u5168\u5c40\u91cf\u5316\u65b9\u6848&#xff0c;\u53ef\u5b8c\u7f8e\u5e73\u8861\u63a8\u7406\u7cbe\u5ea6\u4e0e\u63a8\u7406\u6027\u80fd&#xff0c;\u6838\u5fc3\u91cf\u5316\u65b9\u6848\u4e0e\u81ea\u7814\u4f18\u5316\u601d\u8def\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>FP16\u534a\u7cbe\u5ea6\u91cf\u5316&#xff08;\u901a\u7528\u573a\u666f&#xff09;&#xff1a;\u5c06\u9ed8\u8ba4FP32\u5168\u7cbe\u5ea6\u6743\u91cd\u8f6c\u4e3aFP16&#xff0c;\u663e\u5b58\u5360\u7528\u76f4\u63a5\u51cf\u534a&#xff0c;\u7cbe\u5ea6\u635f\u5931\u6781\u4f4e&#xff0c;\u9002\u914d\u7edd\u5927\u591a\u6570\u901a\u7528\u5bf9\u8bdd\u3001\u77e5\u8bc6\u5e93\u95ee\u7b54\u573a\u666f\u3002\u81ea\u7814Runtime\u652f\u6301\u81ea\u52a8\u8bc6\u522b\u6743\u91cd\u7c7b\u578b\u3001\u6279\u91cf\u8f6c\u6362\u3001\u786c\u4ef6\u81ea\u52a8\u9002\u914d&#xff0c;\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002<\/li>\n<li>INT8\/INT4\u4f4e\u6bd4\u7279\u91cf\u5316&#xff08;\u964d\u672c\u573a\u666f&#xff09;&#xff1a;\u6781\u81f4\u538b\u7f29\u6a21\u578b\u4f53\u79ef&#xff0c;INT8\u91cf\u5316\u53ef\u8282\u770175%\u663e\u5b58&#xff0c;INT4\u91cf\u5316\u53ef\u8282\u770187.5%\u663e\u5b58&#xff0c;\u652f\u6301\u8d85\u5927\u6a21\u578b\u5355\u5361\u90e8\u7f72\u3002\u81ea\u7814\u6838\u5fc3\u4f18\u5316\u4e3a\u6df7\u5408\u91cf\u5316\u7b56\u7565&#xff0c;\u533a\u522b\u4e8e\u5f00\u6e90\u5168\u5c40\u91cf\u5316&#xff0c;\u5bf9\u6ce8\u610f\u529b\u5c42\u3001\u8f93\u51fa\u5c42\u3001\u5d4c\u5165\u5c42\u7b49\u7cbe\u5ea6\u654f\u611f\u6a21\u5757\u4fdd\u7559FP16\u9ad8\u7cbe\u5ea6&#xff0c;\u666e\u901a\u77e9\u9635\u5c42\u91c7\u7528\u4f4e\u6bd4\u7279\u91cf\u5316&#xff0c;\u675c\u7edd\u6548\u679c\u964d\u7ea7\u3002<\/li>\n<li>\u52a8\u6001\u91cf\u5316\u9002\u914d&#xff08;\u5168\u573a\u666f\u517c\u5bb9&#xff09;&#xff1a;Runtime\u53ef\u6839\u636e\u4e1a\u52a1\u573a\u666f\u81ea\u52a8\u5207\u6362\u91cf\u5316\u7b56\u7565&#xff0c;\u9ad8\u7cbe\u5ea6\u79d1\u7814\u3001\u5408\u89c4\u573a\u666f\u81ea\u52a8\u542f\u7528FP16&#xff0c;\u9ad8\u5e76\u53d1\u3001\u4f4e\u6210\u672c\u91cf\u4ea7\u573a\u666f\u81ea\u52a8\u5207\u6362INT4\u4f4e\u6bd4\u7279\u91cf\u5316&#xff0c;\u65e0\u9700\u4fee\u6539\u6a21\u578b\u4e0e\u4e1a\u52a1\u4ee3\u7801&#xff0c;\u5b9e\u73b0\u667a\u80fd\u5316\u9002\u914d\u3002<\/li>\n<\/ul>\n<h2>\u4e94\u3001\u81ea\u7814Runtime\u5b9e\u8df5\u6d41\u7a0b<\/h2>\n<h3>1. \u9700\u6c42\u4e0e\u573a\u666f\u68b3\u7406<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u81ea\u7814Runtime\u4e0d\u53ef\u76f2\u76ee\u4ece\u96f6\u5f00\u53d1&#xff0c;\u5fc5\u987b\u57fa\u4e8e\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u68b3\u7406\u9700\u6c42\u3001\u660e\u786e\u76ee\u6807&#xff0c;\u907f\u514d\u8fc7\u5ea6\u5f00\u53d1\u3001\u8d44\u6e90\u6d6a\u8d39\u3002\u524d\u671f\u9700\u6c42\u68b3\u7406\u9700\u805a\u7126\u56db\u5927\u6838\u5fc3\u7ef4\u5ea6&#xff0c;\u4e3a\u540e\u7eed\u67b6\u6784\u8bbe\u8ba1\u3001\u4f18\u5316\u8fed\u4ee3\u3001\u529f\u80fd\u5f00\u53d1\u63d0\u4f9b\u7cbe\u51c6\u4f9d\u636e&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"389\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902095729-6a97f3092c0dd.png\" width=\"3447\" \/><\/p>\n<ul>\n<li>\u4e1a\u52a1\u573a\u666f\u5b9a\u4f4d&#xff1a;\u660e\u786e\u6a21\u578b\u6838\u5fc3\u7528\u9014&#xff0c;\u5305\u542b\u901a\u7528\u5bf9\u8bdd\u3001\u4f01\u4e1a\u77e5\u8bc6\u5e93\u95ee\u7b54\u3001\u6587\u672c\u521b\u4f5c\u3001\u4ee3\u7801\u751f\u6210\u3001Agent\u63a8\u7406\u7b49\u3002\u4e0d\u540c\u573a\u666f\u5bf9\u5ef6\u8fdf\u3001\u541e\u5410\u3001\u7cbe\u5ea6\u3001\u7a33\u5b9a\u6027\u7684\u8981\u6c42\u5b8c\u5168\u4e0d\u540c&#xff0c;\u4f8b\u5982\u5ba2\u670d\u573a\u666f\u4fa7\u91cd\u9ad8\u541e\u5410\u4f4e\u5ef6\u8fdf&#xff0c;\u79d1\u7814\u63a8\u7406\u573a\u666f\u4fa7\u91cd\u9ad8\u7cbe\u5ea6\u9ad8\u7a33\u5b9a\u3002<\/li>\n<li>\u786c\u4ef6\u73af\u5883\u786e\u8ba4&#xff1a;\u68b3\u7406\u90e8\u7f72\u786c\u4ef6\u7c7b\u578b\u3001\u5355\u5361\u663e\u5b58\u5927\u5c0f\u3001\u96c6\u7fa4\u90e8\u7f72\u89c4\u6a21&#xff0c;\u786e\u8ba4\u662f\u5426\u9700\u8981\u9002\u914d\u591a\u786c\u4ef6\u3001\u5206\u5e03\u5f0f\u90e8\u7f72&#xff0c;\u4e3a\u786c\u4ef6\u9002\u914d\u5c42\u3001\u8d44\u6e90\u8c03\u5ea6\u6a21\u5757\u7684\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u63d0\u4f9b\u57fa\u7840\u4f9d\u636e\u3002<\/li>\n<li>\u6838\u5fc3\u6027\u80fd\u6307\u6807\u5b9a\u4e49&#xff1a;\u63d0\u524d\u660e\u786e\u91cf\u5316\u6307\u6807\u9608\u503c&#xff0c;\u5305\u542b\u5355\u5361\u6700\u5927\u541e\u5410\u3001\u5e73\u5747\u63a8\u7406\u5ef6\u8fdf\u3001\u5cf0\u503c\u5e76\u53d1\u91cf\u3001\u663e\u5b58\u5229\u7528\u7387\u3001\u7f13\u5b58\u547d\u4e2d\u7387\u3001\u53ef\u63a5\u53d7\u7cbe\u5ea6\u635f\u5931\u8303\u56f4&#xff0c;\u6240\u6709\u4f18\u5316\u5de5\u4f5c\u56f4\u7ed5\u6307\u6807\u843d\u5730&#xff0c;\u907f\u514d\u65e0\u76ee\u6807\u8fed\u4ee3\u3002<\/li>\n<li>\u5b9a\u5236\u5316\u9700\u6c42\u68b3\u7406&#xff1a;\u63d0\u524d\u68b3\u7406\u4e1a\u52a1\u4e13\u5c5e\u5b9a\u5236\u80fd\u529b&#xff0c;\u5305\u542b\u81ea\u5b9a\u4e49\u89e3\u7801\u7b56\u7565\u3001\u524d\u7f00\u7f13\u5b58\u3001\u6a21\u578b\u70ed\u66f4\u65b0\u3001\u6743\u9650\u7ba1\u63a7\u3001\u5168\u94fe\u8def\u65e5\u5fd7\u76d1\u63a7\u3001\u79c1\u6709\u5316\u73af\u5883\u9002\u914d\u7b49&#xff0c;\u63d0\u524d\u7eb3\u5165\u67b6\u6784\u8bbe\u8ba1&#xff0c;\u89c4\u907f\u540e\u671f\u91cd\u6784\u8fd4\u5de5\u3002<\/li>\n<\/ul>\n<h3>2. \u67b6\u6784\u8bbe\u8ba1\u4e0e\u5f00\u53d1<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u9700\u6c42\u68b3\u7406\u5b8c\u6210\u540e&#xff0c;\u8fdb\u5165\u67b6\u6784\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u9636\u6bb5&#xff0c;\u9075\u5faa\u5148\u57fa\u7840\u3001\u540e\u4f18\u5316\u3001\u518d\u9ad8\u9636\u7684\u6e10\u8fdb\u5f0f\u8fed\u4ee3\u601d\u8def&#xff0c;\u5206\u4e09\u9636\u6bb5\u843d\u5730&#xff0c;\u6709\u6548\u964d\u4f4e\u5f00\u53d1\u96be\u5ea6\u3001\u4fdd\u969c\u7cfb\u7edf\u7a33\u5b9a\u6027&#xff0c;\u5404\u9636\u6bb5\u6838\u5fc3\u76ee\u6807\u5982\u4e0b&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"547\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902095729-6a97f309baf47.png\" width=\"2596\" \/><\/p>\n<ul>\n<li>\u7b2c\u4e00\u9636\u6bb5&#xff1a;\u57fa\u7840\u80fd\u529b\u642d\u5efa&#xff08;\u53ef\u7528\u9636\u6bb5&#xff09;&#xff1a;\u5b8c\u6210\u4e94\u5c42\u57fa\u7840\u67b6\u6784\u5b8c\u6574\u642d\u5efa&#xff0c;\u5b9e\u73b0\u6a21\u578b\u52a0\u8f7d\u3001\u57fa\u7840\u63a8\u7406\u3001\u6587\u672c\u9884\u5904\u7406\u3001\u7ed3\u679c\u540e\u5904\u7406\u3001\u7b80\u6613\u4efb\u52a1\u8c03\u5ea6\u7b49\u6838\u5fc3\u57fa\u7840\u80fd\u529b\u3002\u6838\u5fc3\u76ee\u6807\u662f\u6253\u901a\u5168\u94fe\u8def\u95ed\u73af&#xff0c;\u4fdd\u969c\u6a21\u578b\u6b63\u5e38\u8fd0\u884c\u3001\u57fa\u7840\u4e1a\u52a1\u53ef\u6b63\u5e38\u54cd\u5e94&#xff0c;\u4e0d\u8ffd\u6c42\u6781\u81f4\u6027\u80fd&#xff0c;\u4f18\u5148\u4fdd\u8bc1\u67b6\u6784\u5b8c\u6574\u3001\u903b\u8f91\u901a\u987a\u3002<\/li>\n<li>\u7b2c\u4e8c\u9636\u6bb5&#xff1a;\u6838\u5fc3\u4f18\u5316\u843d\u5730&#xff08;\u597d\u7528\u9636\u6bb5&#xff09;&#xff1a;\u843d\u5730\u56db\u5927\u6838\u5fc3\u4f18\u5316\u80fd\u529b&#xff0c;\u5305\u542bKV\u7f13\u5b58\u4f18\u5316\u3001\u52a8\u6001\u6279\u5904\u7406\u3001\u7b97\u5b50\u878d\u5408\u5b9a\u5236\u3001\u7cbe\u7ec6\u5316\u91cf\u5316\u63a8\u7406\u3002\u9488\u5bf9\u6027\u89e3\u51b3\u5f00\u6e90\u6846\u67b6\u663e\u5b58\u5229\u7528\u7387\u4f4e\u3001\u541e\u5410\u5dee\u3001\u5ef6\u8fdf\u9ad8\u7684\u75db\u70b9&#xff0c;\u8ba9\u6027\u80fd\u3001\u6210\u672c\u6307\u6807\u8fbe\u5230\u7ebf\u4e0a\u4e1a\u52a1\u53ef\u7528\u6807\u51c6\u3002<\/li>\n<li>\u7b2c\u4e09\u9636\u6bb5&#xff1a;\u9ad8\u9636\u80fd\u529b\u8fed\u4ee3&#xff08;\u7a33\u5b9a\u9ad8\u9636\u9636\u6bb5&#xff09;&#xff1a;\u8fed\u4ee3\u5de5\u4e1a\u5316\u9ad8\u9636\u80fd\u529b&#xff0c;\u5305\u542b\u6d41\u5f0f\u63a8\u7406\u3001\u5206\u5e03\u5f0f\u63a8\u7406\u3001\u6a21\u578b\u70ed\u66f4\u65b0\u3001\u5f02\u5e38\u5bb9\u9519\u3001\u5168\u94fe\u8def\u76d1\u63a7\u3001\u65e5\u5fd7\u6eaf\u6e90\u3001\u6743\u9650\u7ba1\u63a7\u7b49\u3002\u5b9e\u73b0\u670d\u52a1\u9ad8\u53ef\u7528\u3001\u9ad8\u7a33\u5b9a\u3001\u53ef\u8fd0\u7ef4&#xff0c;\u5b8c\u6210\u4ece\u201c\u529f\u80fd\u53ef\u7528\u201d\u5230\u201c\u751f\u4ea7\u7ea7\u7a33\u5b9a\u9ad8\u6548\u201d\u7684\u5168\u9762\u5347\u7ea7\u3002<\/li>\n<\/ul>\n<h3>3. \u6027\u80fd\u6d4b\u8bd5\u4e0e\u8c03\u4f18<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5f00\u53d1\u8fed\u4ee3\u5b8c\u6210\u540e&#xff0c;\u5fc5\u987b\u7ecf\u8fc7\u591a\u7ef4\u5ea6\u3001\u5168\u65b9\u4f4d\u7684\u6d4b\u8bd5\u4e0e\u7cbe\u7ec6\u5316\u8c03\u4f18&#xff0c;\u624d\u53ef\u4e0a\u7ebf\u6295\u4ea7&#xff0c;\u4fdd\u969c\u529f\u80fd\u6b63\u786e\u6027\u3001\u6027\u80fd\u4f18\u8d8a\u6027\u4e0e\u957f\u671f\u7a33\u5b9a\u6027&#xff0c;\u6d4b\u8bd5\u8c03\u4f18\u6838\u5fc3\u5206\u4e3a\u56db\u5927\u6a21\u5757&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"389\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902095730-6a97f30a8f7cc.png\" width=\"3082\" \/><\/p>\n<ul>\n<li>\u529f\u80fd\u6d4b\u8bd5&#xff1a;\u5168\u8986\u76d6\u9a8c\u8bc1\u63a8\u7406\u529f\u80fd\u3001\u89e3\u7801\u7b56\u7565\u3001\u7f13\u5b58\u673a\u5236\u3001\u8c03\u5ea6\u903b\u8f91\u7684\u6b63\u786e\u6027\u3002\u6392\u67e5\u63a8\u7406\u62a5\u9519\u3001\u7ed3\u679c\u5f02\u5e38\u3001\u7f13\u5b58\u5931\u6548\u3001\u4efb\u52a1\u5806\u79ef\u3001\u53c2\u6570\u5931\u6548\u7b49\u529f\u80fd\u6027\u95ee\u9898&#xff0c;\u786e\u4fdd\u4e1a\u52a1\u903b\u8f91\u5b8c\u5168\u53ef\u7528\u3001\u65e0Bug\u3002<\/li>\n<li>\u6027\u80fd\u538b\u6d4b&#xff1a;\u901a\u8fc7\u68af\u5ea6\u5e76\u53d1\u538b\u6d4b&#xff0c;\u6a21\u62df\u4f4e\u3001\u4e2d\u3001\u9ad8\u3001\u5cf0\u503c\u591a\u6863\u5e76\u53d1\u573a\u666f&#xff0c;\u91c7\u96c6\u541e\u5410\u3001\u5ef6\u8fdf\u3001\u663e\u5b58\u5360\u7528\u3001CPU\u5360\u7528\u7b49\u6838\u5fc3\u6570\u636e&#xff0c;\u7cbe\u51c6\u5b9a\u4f4d\u786c\u4ef6\u74f6\u9888\u3001\u8c03\u5ea6\u74f6\u9888\u3001\u7f13\u5b58\u4e0e\u7b97\u5b50\u4f18\u5316\u7a7a\u95f4&#xff0c;\u4e3a\u7cbe\u7ec6\u5316\u8c03\u4f18\u63d0\u4f9b\u6570\u636e\u652f\u6491\u3002<\/li>\n<li>\u7cbe\u5ea6\u6821\u9a8c&#xff1a;\u6a2a\u5411\u5bf9\u6bd4\u5f00\u6e90\u6846\u67b6\u4e0e\u81ea\u7814Runtime\u7684\u63a8\u7406\u8f93\u51fa\u7ed3\u679c&#xff0c;\u6821\u9a8c\u91cf\u5316\u538b\u7f29\u3001\u7b97\u5b50\u878d\u5408\u3001\u7f13\u5b58\u590d\u7528\u7b49\u4f18\u5316\u64cd\u4f5c\u662f\u5426\u5e26\u6765\u7cbe\u5ea6\u635f\u5931&#xff0c;\u5728\u6027\u80fd\u63d0\u5347\u7684\u540c\u65f6&#xff0c;\u4e25\u683c\u4fdd\u969c\u6a21\u578b\u751f\u6210\u6548\u679c\u4e0d\u964d\u7ea7\u3002<\/li>\n<li>\u957f\u671f\u7a33\u5b9a\u6027\u6d4b\u8bd5&#xff1a;\u5f00\u5c5572\u5c0f\u65f6\u4e0d\u95f4\u65ad\u9ad8\u5e76\u53d1\u538b\u6d4b&#xff0c;\u6301\u7eed\u76d1\u63a7\u663e\u5b58\u6cc4\u6f0f\u3001\u4efb\u52a1\u5806\u79ef\u3001\u670d\u52a1\u5b95\u673a\u3001\u63a8\u7406\u8d85\u65f6\u3001\u5185\u5b58\u6ea2\u51fa\u7b49\u95ee\u9898&#xff0c;\u9a8c\u8bc1\u7cfb\u7edf\u957f\u671f\u8fd0\u884c\u7a33\u5b9a\u6027&#xff0c;\u6ee1\u8db3\u5de5\u4e1a\u5316\u6301\u7eed\u8fed\u4ee3\u9700\u6c42\u3002<\/li>\n<\/ul>\n<h3>4. \u7ebf\u4e0a\u90e8\u7f72\u4e0e\u8fd0\u7ef4<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u6d4b\u8bd5\u8c03\u4f18\u901a\u8fc7\u540e&#xff0c;\u5373\u53ef\u8fdb\u5165\u7ebf\u4e0a\u90e8\u7f72\u4e0e\u5e38\u6001\u5316\u8fd0\u7ef4\u9636\u6bb5&#xff0c;\u6838\u5fc3\u56f4\u7ed5\u5bb9\u5668\u5316\u3001\u96c6\u7fa4\u5316\u3001\u53ef\u89c2\u6d4b\u3001\u53ef\u8fed\u4ee3\u56db\u5927\u65b9\u5411\u843d\u5730&#xff0c;\u4fdd\u969c\u4e1a\u52a1\u5e73\u7a33\u4e0a\u7ebf\u3001\u957f\u671f\u7a33\u5b9a\u8fd0\u884c&#xff0c;\u6838\u5fc3\u5de5\u4f5c\u5982\u4e0b&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"389\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902095731-6a97f30b2a068.png\" width=\"3059\" \/><\/p>\n<ul>\n<li>\u5de5\u7a0b\u5316\u90e8\u7f72&#xff1a;\u5b8c\u6210Runtime\u5bb9\u5668\u5316\u6253\u5305\u3001\u955c\u50cf\u56fa\u5316&#xff0c;\u652f\u6301\u96c6\u7fa4\u591a\u5b9e\u4f8b\u90e8\u7f72\u4e0e\u8d1f\u8f7d\u5747\u8861&#xff0c;\u5b9e\u73b0\u6d41\u91cf\u5747\u5300\u5206\u53d1&#xff0c;\u63d0\u5347\u6574\u4f53\u670d\u52a1\u627f\u8f7d\u80fd\u529b\u3002<\/li>\n<li>\u53ef\u89c2\u6d4b\u5efa\u8bbe&#xff1a;\u642d\u5efa\u5168\u94fe\u8def\u65e5\u5fd7\u6536\u96c6\u3001\u6307\u6807\u76d1\u63a7\u3001\u5f02\u5e38\u544a\u8b66\u4f53\u7cfb&#xff0c;\u5b9e\u65f6\u89c2\u6d4b\u663e\u5b58\u3001\u7b97\u529b\u3001\u5ef6\u8fdf\u3001\u541e\u5410\u3001\u7f13\u5b58\u547d\u4e2d\u7387\u7b49\u6838\u5fc3\u6307\u6807&#xff0c;\u5b9e\u73b0\u95ee\u9898\u65e9\u53d1\u73b0\u3001\u65e9\u9884\u8b66\u3002<\/li>\n<li>\u7248\u672c\u8fed\u4ee3\u7ba1\u63a7&#xff1a;\u5efa\u7acb\u7248\u672c\u7ba1\u7406\u4e0e\u7070\u5ea6\u53d1\u5e03\u673a\u5236&#xff0c;\u65b0\u7248\u672c\u8fed\u4ee3\u5b8c\u6210\u540e\u53ef\u7070\u5ea6\u4e0a\u7ebf\u3001\u6d41\u91cf\u5c0f\u6bd4\u4f8b\u9a8c\u8bc1&#xff0c;\u89c4\u907f\u5168\u91cf\u66f4\u65b0\u98ce\u9669&#xff0c;\u5b9e\u73b0\u4e1a\u52a1\u65e0\u611f\u77e5\u5347\u7ea7\u8fed\u4ee3\u3002<\/li>\n<li>\u5e38\u6001\u5316\u8fd0\u7ef4&#xff1a;\u5b9a\u671f\u590d\u76d8\u6027\u80fd\u6307\u6807\u3001\u4f18\u5316\u74f6\u9888\u3001\u6e05\u7406\u5197\u4f59\u8d44\u6e90&#xff0c;\u6301\u7eed\u8c03\u4f18\u7f13\u5b58\u7b56\u7565\u3001\u8c03\u5ea6\u53c2\u6570\u3001\u7b97\u5b50\u903b\u8f91&#xff0c;\u4fdd\u6301Runtime\u957f\u671f\u6700\u4f18\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h3>5. \u81ea\u7814\u7684\u6df1\u5ea6\u5efa\u8bae<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"468\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902095731-6a97f30bb9416.png\" width=\"2379\" \/><\/p>\n<ul>\n<li>\u7b2c\u4e00&#xff0c;\u5faa\u5e8f\u6e10\u8fdb\u8fed\u4ee3&#xff0c;\u4e0d\u8981\u8ffd\u6c42\u4e00\u6b65\u5230\u4f4d\u3002\u521d\u671f\u4f18\u5148\u642d\u5efa\u57fa\u7840\u67b6\u6784&#xff0c;\u4fdd\u969c\u6a21\u578b\u6b63\u5e38\u8fd0\u884c&#xff1b;\u4e2d\u671f\u843d\u5730\u7f13\u5b58\u3001\u6279\u5904\u7406\u3001\u91cf\u5316\u6838\u5fc3\u4f18\u5316&#xff0c;\u6ee1\u8db3\u7ebf\u4e0a\u6027\u80fd\u9700\u6c42&#xff1b;\u540e\u671f\u518d\u8fed\u4ee3\u9ad8\u9636\u80fd\u529b&#xff0c;\u9010\u6b65\u5b9e\u73b0\u5b8c\u5168\u81ea\u7814\u66ff\u4ee3\u5f00\u6e90\u6846\u67b6\u3002\u76f2\u76ee\u8ffd\u6c42\u6781\u81f4\u6027\u80fd\u548c\u5168\u529f\u80fd\u5f00\u53d1&#xff0c;\u53ea\u4f1a\u5927\u5e45\u63d0\u5347\u5f00\u53d1\u96be\u5ea6\u548c\u8bd5\u9519\u6210\u672c\u3002<\/li>\n<li>\u7b2c\u4e8c&#xff0c;\u573a\u666f\u4f18\u5148&#xff0c;\u6309\u9700\u5b9a\u5236\u3002\u6240\u6709\u4f18\u5316\u5de5\u4f5c\u90fd\u8981\u56f4\u7ed5\u81ea\u8eab\u4e1a\u52a1\u573a\u666f\u5c55\u5f00&#xff0c;\u5bf9\u8bdd\u573a\u666f\u4fa7\u91cd\u5ef6\u8fdf\u4f18\u5316&#xff0c;\u6279\u91cf\u751f\u6210\u573a\u666f\u4fa7\u91cd\u541e\u5410\u4f18\u5316&#xff0c;\u79c1\u6709\u5316\u573a\u666f\u4fa7\u91cd\u786c\u4ef6\u9002\u914d\u548c\u7a33\u5b9a\u6027&#xff0c;\u907f\u514d\u65e0\u610f\u4e49\u7684\u8fc7\u5ea6\u4f18\u5316&#xff0c;\u5e73\u8861\u5f00\u53d1\u6210\u672c\u4e0e\u4e1a\u52a1\u6536\u76ca\u3002<\/li>\n<li>\u7b2c\u4e09&#xff0c;\u91cd\u89c6\u76d1\u63a7\u4e0e\u8c03\u4f18\u3002\u81ea\u7814Runtime\u7684\u4f18\u52bf\u4e0d\u4ec5\u5728\u4e8e\u67b6\u6784\u4f18\u5316&#xff0c;\u66f4\u5728\u4e8e\u53ef\u63a7\u53ef\u8fed\u4ee3\u3002\u901a\u8fc7\u5168\u94fe\u8def\u6307\u6807\u76d1\u63a7&#xff0c;\u6301\u7eed\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888&#xff0c;\u4e0d\u65ad\u8c03\u4f18\u7f13\u5b58\u7b56\u7565\u3001\u8c03\u5ea6\u53c2\u6570\u3001\u7b97\u5b50\u903b\u8f91&#xff0c;\u957f\u671f\u8fed\u4ee3\u4f18\u5316&#xff0c;\u624d\u80fd\u6301\u7eed\u53d1\u6325\u81ea\u7814\u67b6\u6784\u7684\u4f18\u52bf\u3002<\/li>\n<\/ul>\n<h2>\u516d\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u4f18\u5316\u65b9\u6848<\/h2>\n<h3>1. \u663e\u5b58\u5360\u7528\u8fc7\u9ad8\u95ee\u9898<\/h3>\n<p>\u95ee\u9898\u73b0\u8c61&#xff1a;\u6a21\u578b\u63a8\u7406\u8fc7\u7a0b\u4e2d\u663e\u5b58\u5360\u7528\u5feb\u901f\u98d9\u5347&#xff0c;\u5355\u5361\u5e76\u53d1\u627f\u8f7d\u80fd\u529b\u5dee&#xff0c;\u8f7b\u5fae\u5e76\u53d1\u5c31\u89e6\u53d1OOM\u663e\u5b58\u6ea2\u51fa&#xff0c;\u65e0\u6cd5\u652f\u6491\u9ad8\u5e76\u53d1\u7ebf\u4e0a\u4e1a\u52a1\u3002<\/p>\n<p>\u6838\u5fc3\u539f\u56e0&#xff1a;KV\u7f13\u5b58\u65e0\u8282\u5236\u5360\u7528\u3001\u5185\u5b58\u788e\u7247\u5806\u79ef\u4e25\u91cd\u3001\u6743\u91cd\u5168\u7cbe\u5ea6\u52a0\u8f7d\u5197\u4f59\u3001\u9759\u6001\u6279\u6b21\u663e\u5b58\u9884\u5206\u914d\u8fc7\u5269\u3001\u7f3a\u4e4f\u52a8\u6001\u5185\u5b58\u56de\u6536\u673a\u5236\u3002<\/p>\n<p>\u81ea\u7814\u4f18\u5316\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u542f\u7528\u5206\u9875\u5f0fKV\u7f13\u5b58\u673a\u5236&#xff0c;\u5f7b\u5e95\u6d88\u9664\u5185\u5b58\u788e\u7247&#xff0c;\u5927\u5e45\u63d0\u5347\u663e\u5b58\u6709\u6548\u5229\u7528\u7387&#xff1b;<\/li>\n<li>\u843d\u5730\u6df7\u5408\u91cf\u5316\u7b56\u7565&#xff0c;\u5bf9\u7cbe\u5ea6\u4e0d\u654f\u611f\u7684\u7f51\u7edc\u5c42\u542f\u7528INT4\/INT8\u91cf\u5316&#xff0c;\u538b\u7f29\u6a21\u578b\u6743\u91cd\u4f53\u79ef&#xff1b;<\/li>\n<li>\u914d\u7f6eLRU&#043;TTL\u7f13\u5b58\u6dd8\u6c70\u7b56\u7565&#xff0c;\u81ea\u52a8\u56de\u6536\u95f2\u7f6e\u3001\u8fc7\u671fKV\u7f13\u5b58&#xff0c;\u91ca\u653e\u65e0\u6548\u663e\u5b58\u5360\u7528&#xff1b;<\/li>\n<li>\u7cbe\u7ec6\u5316\u8c03\u4f18\u52a8\u6001\u6279\u5904\u7406\u53c2\u6570&#xff0c;\u907f\u514d\u8d85\u5927\u6279\u6b21\u4e00\u6b21\u6027\u62a2\u5360\u8fc7\u91cf\u663e\u5b58\u8d44\u6e90\u3002<\/li>\n<\/ul>\n<h3>2. \u63a8\u7406\u5ef6\u8fdf\u6ce2\u52a8\u8fc7\u5927<\/h3>\n<p>\u95ee\u9898\u73b0\u8c61&#xff1a;\u540c\u7c7b\u4e1a\u52a1\u8bf7\u6c42\u63a8\u7406\u5ef6\u8fdf\u6ce2\u52a8\u6781\u5927&#xff0c;\u4f4e\u5e76\u53d1\u573a\u666f\u5ef6\u8fdf\u6b63\u5e38&#xff0c;\u9ad8\u5e76\u53d1\u573a\u666f\u5ef6\u8fdf\u5927\u5e45\u98d9\u5347&#xff0c;\u4e1a\u52a1\u4ea4\u4e92\u4f53\u9a8c\u4e0d\u7a33\u5b9a\u3002<\/p>\n<p>\u6838\u5fc3\u539f\u56e0&#xff1a;\u9759\u6001\u6279\u5904\u7406\u4efb\u52a1\u963b\u585e\u3001\u957f\u77ed\u8bf7\u6c42\u6df7\u6279\u4e92\u76f8\u62d6\u7d2f\u3001\u7f13\u5b58\u547d\u4e2d\u7387\u4e0d\u7a33\u5b9a\u3001\u4efb\u52a1\u65e0\u4f18\u5148\u7ea7\u8c03\u5ea6\u3001\u591a\u4efb\u52a1\u7b97\u529b\u8d44\u6e90\u4e89\u62a2\u3002<\/p>\n<p>\u81ea\u7814\u4f18\u5316\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u5168\u91cf\u66ff\u6362\u9759\u6001\u6279\u5904\u7406&#xff0c;\u542f\u7528\u52a8\u6001\u6279\u5904\u7406&#043;\u6beb\u79d2\u7ea7\u8d85\u65f6\u515c\u5e95&#xff0c;\u675c\u7edd\u8bf7\u6c42\u6392\u961f\u963b\u585e&#xff1b;<\/li>\n<li>\u5b9e\u73b0\u957f\u77ed\u8bf7\u6c42\u961f\u5217\u9694\u79bb\u3001\u72ec\u7acb\u8c03\u5ea6&#xff0c;\u907f\u514d\u957f\u6587\u672c\u8bf7\u6c42\u963b\u585e\u77ed\u5bf9\u8bdd\u8bf7\u6c42&#xff1b;<\/li>\n<li>\u4f18\u5316\u524d\u7f00\u7f13\u5b58\u5339\u914d\u903b\u8f91&#xff0c;\u63d0\u5347\u901a\u7528\u4e0a\u4e0b\u6587\u7f13\u5b58\u547d\u4e2d\u7387&#xff0c;\u51cf\u5c11\u91cd\u590d\u7b97\u529b\u8ba1\u7b97&#xff1b;<\/li>\n<li>\u914d\u7f6e\u4e1a\u52a1\u4f18\u5148\u7ea7\u8c03\u5ea6\u7b56\u7565&#xff0c;\u4fdd\u969c\u6838\u5fc3\u4e1a\u52a1\u4f18\u5148\u5360\u7528\u7b97\u529b\u4e0e\u663e\u5b58\u8d44\u6e90\u3002<\/li>\n<\/ul>\n<h3>3. 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