{"id":5297,"date":"2025-04-08T05:48:01","date_gmt":"2025-04-07T21:48:01","guid":{"rendered":"https:\/\/infernews.com\/?page_id=5297"},"modified":"2025-04-08T05:48:02","modified_gmt":"2025-04-07T21:48:02","slug":"test-time-scaling-tts","status":"publish","type":"page","link":"https:\/\/infernews.com\/blog\/test-time-scaling-tts\/","title":{"rendered":"Test Time Scaling (TTS)"},"content":{"rendered":"\n<p>Test-Time Scaling (TTS) \u662f\u4e00\u500b\u5728\u6a5f\u5668\u5b78\u7fd2\u548c\u4eba\u5de5\u667a\u6167\u9818\u57df\u4e2d\u4f7f\u7528\u7684\u6982\u5ff5\uff0c\u7279\u5225\u662f\u5728\u6a21\u578b\u8a55\u4f30\u548c\u90e8\u7f72\u968e\u6bb5\u3002\u5b83\u6307\u7684\u662f\u5728\u6e2c\u8a66\u968e\u6bb5\uff08\u5373\u6a21\u578b\u61c9\u7528\u65bc\u65b0\u6578\u64da\u6642\uff09\u6839\u64da\u7279\u5b9a\u9700\u6c42\u6216\u9650\u5236\u689d\u4ef6\u52d5\u614b\u8abf\u6574\u6a21\u578b\u7684\u884c\u70ba\u6216\u898f\u6a21\u3002\u9019\u500b\u904e\u7a0b\u901a\u5e38\u7528\u65bc\u512a\u5316\u6027\u80fd\u3001\u6e1b\u5c11\u8a08\u7b97\u6210\u672c\u6216\u9069\u61c9\u4e0d\u540c\u7684\u904b\u884c\u74b0\u5883\u3002<\/p>\n\n\n\n<p>\u5177\u9ad4\u4f86\u8aaa\uff0cTTS \u53ef\u4ee5\u6d89\u53ca\u4ee5\u4e0b\u5e7e\u500b\u65b9\u9762\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u898f\u6a21\u8abf\u6574<\/strong>\uff1a\u5728\u6e2c\u8a66\u6642\uff0c\u53ef\u80fd\u6703\u6839\u64da\u8cc7\u6e90\u9650\u5236\uff08\u5982\u8a18\u61b6\u9ad4\u6216\u8a08\u7b97\u80fd\u529b\uff09\u7e2e\u6e1b\u6a21\u578b\u7684\u5927\u5c0f\u6216\u8907\u96dc\u5ea6\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u8f03\u5c0f\u7684\u795e\u7d93\u7db2\u8def\u5c64\u6216\u6e1b\u5c11\u53c3\u6578\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u7406\u6642\u9593\u512a\u5316<\/strong>\uff1a\u901a\u904e\u6539\u8b8a\u63a8\u7406\u7b56\u7565\uff08\u5982\u6e1b\u5c11\u8a08\u7b97\u7cbe\u5ea6\u6216\u8df3\u904e\u67d0\u4e9b\u8a08\u7b97\u6b65\u9a5f\uff09\u4f86\u63d0\u9ad8\u901f\u5ea6\uff0c\u540c\u6642\u76e1\u91cf\u4fdd\u6301\u6e96\u78ba\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6578\u64da\u9069\u61c9\u6027<\/strong>\uff1a\u5728\u6e2c\u8a66\u6642\u6839\u64da\u8f38\u5165\u6578\u64da\u7684\u7279\u6027\u52d5\u614b\u8abf\u6574\u6a21\u578b\uff0c\u4f8b\u5982\u6839\u64da\u6578\u64da\u5206\u4f48\u8abf\u6574\u6b63\u898f\u5316\u53c3\u6578\u6216\u95be\u503c\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u9019\u500b\u8853\u8a9e\u4e26\u4e0d\u50cf &#8220;Text-to-Speech&#8221;\uff08\u8a9e\u97f3\u5408\u6210\uff09\u90a3\u6a23\u5ee3\u70ba\u4eba\u77e5\uff0c\u56e0\u6b64\u5728 AI \u9818\u57df\u4e2d\u5b83\u7684\u4f7f\u7528\u53ef\u80fd\u56e0\u4e0a\u4e0b\u6587\u800c\u7570\u3002\u5982\u679c\u4f60\u5728\u67d0\u500b\u7279\u5b9a\u9818\u57df\uff08\u5982\u6df1\u5ea6\u5b78\u7fd2\u6216\u795e\u7d93\u7db2\u8def\uff09\u807d\u5230\u9019\u500b\u8a5e\uff0c\u53ef\u80fd\u9700\u8981\u66f4\u591a\u4e0a\u4e0b\u6587\u4f86\u7cbe\u78ba\u89e3\u91cb\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u6307\u7684\u662f\u5176\u4ed6\u542b\u7fa9\uff08\u4f8b\u5982\u67d0\u500b\u6280\u8853\u7e2e\u5beb\u6216\u7279\u5b9a\u6846\u67b6\u4e2d\u7684 TTS\uff09\uff0c\u8acb\u63d0\u4f9b\u66f4\u591a\u7d30\u7bc0\uff0c\u6211\u53ef\u4ee5\u9032\u4e00\u6b65\u6f84\u6e05\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6211\u5011\u4f86\u89e3\u6790\u4e00\u4e0b &#8220;Test Time Scaling&#8221; (TTS)\u3002TTS \u662f\u4e00\u7a2e\u52a0\u901f AI \u6a21\u578b\u63a8\u7406\u7684\u65b9\u6cd5\uff0c\u5c24\u5176\u662f\u5728\u8cc7\u6e90\u53d7\u9650\u7684\u74b0\u5883\u4e2d\uff08\u4f8b\u5982\u5d4c\u5165\u5f0f\u88dd\u7f6e\u6216\u884c\u52d5\u8a2d\u5099\uff09\u3002\u4ee5\u4e0b\u662f\u95dc\u65bc TTS \u7684\u8a73\u7d30\u89e3\u6790\uff0c\u6211\u6703\u76e1\u529b\u7528\u6bd4\u8f03\u5bb9\u6613\u7406\u89e3\u7684\u65b9\u5f0f\u8aaa\u660e\uff1a<\/p>\n\n\n\n<p><strong>1. \u4ec0\u9ebc\u662f Test Time Scaling (TTS)?<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u50b3\u7d71\u4e0a\u7684\u63a8\u7406\u74f6\u9838\uff1a<\/strong> \u5728\u6a5f\u5668\u5b78\u7fd2\u4e2d\uff0c\u8a13\u7df4\u4e00\u500b\u6a21\u578b\u76f8\u5c0d\u5bb9\u6613\uff0c\u4f46\u5c07\u5b83\u61c9\u7528\u5230\u5be6\u969b\u60c5\u6cc1\u4e2d (\u63a8\u7406\/\u63a8\u65b7\/Predict) \u6642\uff0c\u901f\u5ea6\u5f80\u5f80\u662f\u500b\u5927\u554f\u984c\u3002\u7279\u5225\u662f\u8907\u96dc\u7684\u6a21\u578b (\u4f8b\u5982\u5927\u578b\u8a9e\u8a00\u6a21\u578b) \u5728\u8cc7\u6e90\u6709\u9650\u7684\u8a2d\u5099\u4e0a\uff0c\u63a8\u7406\u901f\u5ea6\u53ef\u80fd\u975e\u5e38\u6162\uff0c\u751a\u81f3\u7121\u6cd5\u5be6\u6642\u904b\u884c\u3002<\/li>\n\n\n\n<li><strong>TTS \u7684\u6982\u5ff5\uff1a<\/strong> TTS \u662f\u4e00\u7a2e\u5728\u4e0d\u6539\u8b8a\u6a21\u578b\u7d50\u69cb\u548c\u6b0a\u91cd\u7684\u60c5\u6cc1\u4e0b\uff0c\u901a\u904e\u8abf\u6574\u63a8\u7406\u904e\u7a0b\u4e2d\u7684\u4e00\u4e9b\u53c3\u6578\u4f86\u52a0\u901f\u6a21\u578b\u63a8\u7406\u7684\u65b9\u6cd5\u3002\u5b83\u4e3b\u8981\u91dd\u5c0d\u7684\u662f\u6a21\u578b\u7684\u8a08\u7b97\u91cf\uff0c\u800c\u4e0d\u662f\u6539\u8b8a\u6a21\u578b\u7684\u67b6\u69cb\u672c\u8eab\u3002 \u60f3\u50cf\u4e00\u4e0b\uff0c\u4f60\u6c92\u6709\u8fa6\u6cd5\u6539\u8b8a\u8cfd\u8eca\u7684\u5f15\u64ce\uff0c\u4f46\u4f60\u53ef\u4ee5\u8abf\u6574\u5b83\u7684\u6c7d\u6cb9\u914d\u6bd4\u3001\u6392\u6c23\u7b49\u7b49\uff0c\u4f86\u8b93\u5b83\u8dd1\u5f97\u66f4\u5feb\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2. TTS \u7684\u5de5\u4f5c\u539f\u7406:<\/strong><\/p>\n\n\n\n<p>TTS \u7684\u6838\u5fc3\u662f\u901a\u904e<strong>\u964d\u4f4e\u6642\u9418\u983b\u7387 (Clock Frequency)<\/strong> \u548c<strong>\u8abf\u6574\u6279\u6b21\u5927\u5c0f (Batch Size)<\/strong> \u5169\u7a2e\u4e3b\u8981\u7684\u7b56\u7565\u4f86\u9054\u6210\u52a0\u901f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u964d\u4f4e\u6642\u9418\u983b\u7387 (Clock Frequency Scaling):<\/strong> \u964d\u4f4e\u6642\u9418\u983b\u7387\u6703\u6e1b\u5c11\u6bcf\u500b\u6642\u5e8f\u9031\u671f\u57f7\u884c\u7684\u904b\u7b97\u6578\u91cf\uff0c\u4f46\u540c\u6642\u4e5f\u6703\u964d\u4f4e\u6bcf\u500b\u904b\u7b97\u6240\u9700\u7684\u6642\u5e8f\u9031\u671f\u3002 \u5982\u679c\u5169\u500b\u6548\u61c9\u6070\u597d\u62b5\u6d88 (\u4e5f\u5c31\u662f\u8aaa\uff0c\u6bcf\u500b\u904b\u7b97\u7684\u6642\u9593 <em>\u4e0b\u964d<\/em> \u7684\u5e45\u5ea6\u8207\u904b\u7b97 <em>\u6578\u91cf<\/em> \u6e1b\u5c11\u7684\u5e45\u5ea6\u76f8\u540c)\uff0c\u90a3\u9ebc\u6a21\u578b\u63a8\u7406\u7684\u7e3d\u6642\u9593\u5c31\u4e0d\u6703\u6539\u8b8a\u3002<\/li>\n\n\n\n<li><strong>\u8abf\u6574\u6279\u6b21\u5927\u5c0f (Batch Size Tuning):<\/strong> \u6279\u6b21\u5927\u5c0f\u662f\u6307\u6bcf\u6b21\u9935\u7d66\u6a21\u578b\u7684\u6578\u64da\u91cf\u3002 \u964d\u4f4e\u6279\u6b21\u5927\u5c0f\u53ef\u4ee5\u6e1b\u5c11\u6a21\u578b\u7684\u8ca0\u8f09\uff0c\u52a0\u901f\u63a8\u7406\u3002 \u4f46\u662f\uff0c\u904e\u4f4e\u7684\u6279\u6b21\u5927\u5c0f\u53ef\u80fd\u6703\u964d\u4f4e\u6548\u80fd (\u56e0\u70ba\u6bcf\u6b21\u904b\u7b97\u7684\u6642\u9593\u6703\u589e\u52a0)\u3002<\/li>\n\n\n\n<li><strong>\u627e\u5230\u6700\u4f73\u7d44\u5408\uff1a<\/strong> TTS \u7684\u76ee\u6a19\u662f\u627e\u5230\u6642\u9418\u983b\u7387\u548c\u6279\u6b21\u5927\u5c0f\u7684\u6700\u4f73\u7d44\u5408\uff0c\u5728\u964d\u4f4e\u6642\u9418\u983b\u7387\u548c\u964d\u4f4e\u6279\u6b21\u5927\u5c0f\u7684\u540c\u6642\uff0c\u6700\u5927\u7a0b\u5ea6\u5730\u6e1b\u5c11\u63a8\u7406\u6642\u9593\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>3. TTS \u7684\u512a\u9ede\u548c\u7f3a\u9ede:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u512a\u9ede:<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u7121\u9700\u91cd\u65b0\u8a13\u7df4\u6a21\u578b\uff1a<\/strong> \u9019\u662f TTS \u6700\u91cd\u8981\u7684\u512a\u9ede\u3002 \u4f60\u4e0d\u9700\u8981\u4fee\u6539\u6a21\u578b\u7684\u6b0a\u91cd\u6216\u67b6\u69cb\uff0c\u53ef\u4ee5\u76f4\u63a5\u61c9\u7528\u5230\u73fe\u6709\u7684\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>\u6613\u65bc\u5be6\u65bd\uff1a<\/strong> \u53ea\u9700\u8981\u8abf\u6574\u4e00\u4e9b\u53c3\u6578\uff0c\u4e0d\u9700\u8981\u8907\u96dc\u7684\u7a0b\u5f0f\u78bc\u4fee\u6539\u3002<\/li>\n\n\n\n<li><strong>\u964d\u4f4e\u529f\u8017\uff1a<\/strong> \u964d\u4f4e\u6642\u9418\u983b\u7387\u901a\u5e38\u53ef\u4ee5\u964d\u4f4e\u529f\u8017\uff0c\u9019\u5c0d\u65bc\u79fb\u52d5\u8a2d\u5099\u548c\u5d4c\u5165\u5f0f\u8a2d\u5099\u975e\u5e38\u91cd\u8981\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7f3a\u9ede:<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u6548\u80fd\u4e0b\u964d\uff1a<\/strong> \u964d\u4f4e\u6642\u9418\u983b\u7387\u548c\u6279\u6b21\u5927\u5c0f\u53ef\u80fd\u6703\u5c0e\u81f4\u6548\u80fd (\u4f8b\u5982\u6e96\u78ba\u5ea6) \u6709\u6240\u4e0b\u964d\u3002 \u9700\u8981\u4ed4\u7d30\u8abf\u6574\u53c3\u6578\uff0c\u4ee5\u627e\u5230\u6700\u4f73\u7684\u5e73\u8861\u9ede\u3002<\/li>\n\n\n\n<li><strong>\u786c\u4ef6\u4f9d\u8cf4\u6027\uff1a<\/strong> \u6700\u4f73\u7684\u53c3\u6578\u8a2d\u7f6e\u53ef\u80fd\u56e0\u786c\u4ef6\u5e73\u53f0\u800c\u7570\u3002<\/li>\n\n\n\n<li><strong>\u8907\u96dc\u7684\u512a\u5316\uff1a<\/strong> \u5c0b\u627e\u6700\u4f73\u7684\u6642\u9418\u983b\u7387\u548c\u6279\u6b21\u5927\u5c0f\u7684\u7d44\u5408\u53ef\u80fd\u9700\u8981\u5927\u91cf\u7684\u5be6\u9a57\u548c\u512a\u5316\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>4. \u5982\u4f55\u9032\u884c TTS\uff1f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5be6\u9a57\uff1a<\/strong> \u4f60\u9700\u8981\u9032\u884c\u4e00\u7cfb\u5217\u7684\u5be6\u9a57\uff0c\u5617\u8a66\u4e0d\u540c\u7684\u6642\u9418\u983b\u7387\u548c\u6279\u6b21\u5927\u5c0f\u7d44\u5408\uff0c\u4e26\u6e2c\u91cf\u63a8\u7406\u6642\u9593\u548c\u6548\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52d5\u5316\uff1a<\/strong> \u6709\u4e00\u4e9b\u81ea\u52d5\u5316\u7684\u5de5\u5177\u53ef\u4ee5\u5e6b\u52a9\u4f60\u5c0b\u627e\u6700\u4f73\u7684\u53c3\u6578\u8a2d\u7f6e\u3002<\/li>\n\n\n\n<li><strong>\u6821\u6e96\uff1a<\/strong> \u4e00\u65e6\u627e\u5230\u4e86\u6700\u4f73\u7684\u53c3\u6578\u8a2d\u7f6e\uff0c\u4f60\u9700\u8981\u5c0d\u6a21\u578b\u9032\u884c\u6821\u6e96\uff0c\u4ee5\u78ba\u4fdd\u6548\u80fd\u4e0d\u6703\u4e0b\u964d\u3002<\/li>\n\n\n\n<li><strong>\u786c\u9ad4\u5de5\u5177\u652f\u6301\uff1a<\/strong> \u67d0\u4e9b\u786c\u9ad4\u5e73\u53f0\u6703\u63d0\u4f9b\u7279\u6b8a\u7684 API \u6216\u5de5\u5177\uff0c\u7c21\u5316 TTS \u7684\u5be6\u65bd\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>5. TTS \u7684\u61c9\u7528\u5834\u666f:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u79fb\u52d5\u8a2d\u5099\u548c\u5d4c\u5165\u5f0f\u8a2d\u5099\uff1a<\/strong> \u5728\u8cc7\u6e90\u53d7\u9650\u7684\u74b0\u5883\u4e2d\u52a0\u901f\u6a21\u578b\u63a8\u7406\u3002<\/li>\n\n\n\n<li><strong>\u4f4e\u5ef6\u9072\u61c9\u7528\uff1a<\/strong> \u5c0d\u65bc\u9700\u8981\u4f4e\u5ef6\u9072\u7684\u61c9\u7528\uff0c\u4f8b\u5982\u81ea\u52d5\u99d5\u99db\u548c\u5be6\u6642\u8a9e\u97f3\u8b58\u5225\u3002<\/li>\n\n\n\n<li><strong>\u7bc0\u80fd\u61c9\u7528\uff1a<\/strong> \u964d\u4f4e\u529f\u8017\uff0c\u5ef6\u9577\u96fb\u6c60\u58fd\u547d\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7e3d\u7d50\u4f86\u8aaa\uff0c<\/strong> Test Time Scaling \u662f\u4e00\u7a2e\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u52a0\u901f AI \u6a21\u578b\u63a8\u7406\uff0c\u5c24\u5176\u662f\u5728\u8cc7\u6e90\u53d7\u9650\u7684\u74b0\u5883\u4e2d\u3002 \u5b83\u901a\u904e\u8abf\u6574\u6642\u9418\u983b\u7387\u548c\u6279\u6b21\u5927\u5c0f\uff0c\u5728\u4e0d\u6539\u8b8a\u6a21\u578b\u7d50\u69cb\u7684\u60c5\u6cc1\u4e0b\uff0c\u627e\u5230\u6700\u4f73\u7684\u5e73\u8861\u9ede\uff0c\u4ee5\u5be6\u73fe\u9ad8\u6027\u80fd\u548c\u7bc0\u80fd\u3002<\/p>\n\n\n\n<p>\u5e0c\u671b\u9019\u500b\u89e3\u6790\u5c0d\u4f60\u6709\u5e6b\u52a9! \u5982\u679c\u4f60\u6709\u5176\u4ed6\u554f\u984c\uff0c\u96a8\u6642\u63d0\u51fa\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Test-Time Scaling (TTS) \u662f\u4e00\u500b\u5728\u6a5f\u5668\u5b78\u7fd2\u548c\u4eba\u5de5\u667a\u6167\u9818\u57df\u4e2d\u4f7f\u7528\u7684\u6982\u5ff5\uff0c\u7279\u5225\u662f\u5728\u6a21\u578b\u8a55\u4f30\u548c\u90e8\u7f72\u968e\u6bb5\u3002\u5b83\u6307\u7684\u662f\u5728\u6e2c\u8a66\u968e\u6bb5\uff08\u5373\u6a21\u578b\u61c9\u7528\u65bc\u65b0\u6578\u64da\u6642\uff09\u6839\u64da\u7279\u5b9a\u9700\u6c42\u6216\u9650\u5236\u689d\u4ef6\u52d5\u614b\u8abf\u6574\u6a21\u578b\u7684\u884c\u70ba\u6216\u898f\u6a21\u3002\u9019\u500b\u904e\u7a0b\u901a\u5e38\u7528\u65bc\u512a\u5316\u6027\u80fd\u3001\u6e1b\u5c11\u8a08\u7b97\u6210\u672c\u6216\u9069\u61c9\u4e0d\u540c\u7684\u904b\u884c\u74b0\u5883\u3002 \u5177\u9ad4\u4f86\u8aaa\uff0cTTS \u53ef\u4ee5\u6d89\u53ca\u4ee5\u4e0b\u5e7e\u500b\u65b9\u9762\uff1a \u9019\u500b\u8853\u8a9e\u4e26\u4e0d\u50cf &#8220;Text-to-Speech&#8221;\uff08\u8a9e\u97f3\u5408\u6210\uff09\u90a3\u6a23\u5ee3\u70ba\u4eba\u77e5\uff0c\u56e0\u6b64\u5728 AI \u9818\u57df\u4e2d\u5b83\u7684\u4f7f\u7528\u53ef\u80fd\u56e0\u4e0a\u4e0b\u6587\u800c\u7570\u3002\u5982\u679c\u4f60\u5728\u67d0\u500b\u7279\u5b9a\u9818\u57df\uff08\u5982\u6df1\u5ea6\u5b78\u7fd2\u6216\u795e\u7d93\u7db2\u8def\uff09\u807d\u5230\u9019\u500b\u8a5e\uff0c\u53ef\u80fd\u9700\u8981\u66f4\u591a\u4e0a\u4e0b\u6587\u4f86\u7cbe\u78ba\u89e3\u91cb\u3002 \u5982\u679c\u4f60\u6307\u7684\u662f\u5176\u4ed6\u542b\u7fa9\uff08\u4f8b\u5982\u67d0\u500b\u6280\u8853\u7e2e\u5beb\u6216\u7279\u5b9a\u6846\u67b6\u4e2d\u7684 TTS\uff09\uff0c\u8acb\u63d0\u4f9b\u66f4\u591a\u7d30\u7bc0\uff0c\u6211\u53ef\u4ee5\u9032\u4e00\u6b65\u6f84\u6e05\uff01 \u6211\u5011\u4f86\u89e3\u6790\u4e00\u4e0b &#8220;Test Time Scaling&#8221; (TTS)\u3002TTS \u662f\u4e00\u7a2e\u52a0\u901f AI \u6a21\u578b\u63a8\u7406\u7684\u65b9\u6cd5\uff0c\u5c24\u5176\u662f\u5728\u8cc7\u6e90\u53d7\u9650\u7684\u74b0\u5883\u4e2d\uff08\u4f8b\u5982\u5d4c\u5165\u5f0f\u88dd\u7f6e\u6216\u884c\u52d5\u8a2d\u5099\uff09\u3002\u4ee5\u4e0b\u662f\u95dc\u65bc TTS \u7684\u8a73\u7d30\u89e3\u6790\uff0c\u6211\u6703\u76e1\u529b\u7528\u6bd4\u8f03\u5bb9\u6613\u7406\u89e3\u7684\u65b9\u5f0f\u8aaa\u660e\uff1a 1. \u4ec0\u9ebc\u662f Test Time Scaling (TTS)? 2. TTS \u7684\u5de5\u4f5c\u539f\u7406: TTS \u7684\u6838\u5fc3\u662f\u901a\u904e\u964d\u4f4e\u6642\u9418\u983b\u7387 (Clock Frequency) \u548c\u8abf\u6574\u6279\u6b21\u5927\u5c0f (Batch Size) \u5169\u7a2e\u4e3b\u8981\u7684\u7b56\u7565\u4f86\u9054\u6210\u52a0\u901f\uff1a 3. TTS \u7684\u512a\u9ede\u548c\u7f3a\u9ede: 4. \u5982\u4f55\u9032\u884c TTS\uff1f 5. TTS \u7684\u61c9\u7528\u5834\u666f: \u7e3d\u7d50\u4f86\u8aaa\uff0c Test Time Scaling \u662f\u4e00\u7a2e\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u52a0\u901f AI \u6a21\u578b\u63a8\u7406\uff0c\u5c24\u5176\u662f\u5728\u8cc7\u6e90\u53d7\u9650\u7684\u74b0\u5883\u4e2d\u3002 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"class_list":["post-5297","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/5297","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=5297"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/5297\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=5297"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}