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\u5176\u4e2d\uff0c\u5c40\u90e8\u8fde\u7eed\u6027\u5148\u9a8c\u8d1f\u8d23\u8ba9\u76f8\u90bb\u52a8\u4f5c\u81ea\u7136\u63a5\u4e0a\uff0c\u5168\u5c40\u5e8f\u5217\u5148\u9a8c\u5219\u770b\u4f4f\u66f4\u957f\u65f6\u95f4\u91cc\u7684\u89d2\u8272\u8eab\u4efd\u3001\u573a\u666f\u548c\u7269\u4f53\u5173\u7cfb\u3002<\/p>\n

\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6a21\u578b\u540c\u65f6\u4f18\u5316\u5f00\u653e\u5f0f\u6307\u4ee4\u9075\u5faa\u3001\u65f6\u95f4\u8fde\u7eed\u6027\u3001\u89d2\u8272\u4e00\u81f4\u6027\u3001\u7269\u4f53\u4e00\u81f4\u6027\u548c\u8fd0\u52a8\u52a8\u6001\uff0c\u91cd\u70b9\u5904\u7406\u957f\u671f\u751f\u6210\u4e2d\u7684\u89c6\u89c9\u6f02\u79fb\u3001\u8bef\u5dee\u7d2f\u79ef\u548c\u52a8\u4f5c\u8870\u51cf\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0cA1\u65e2\u8981\u4fdd\u8bc1\u89d2\u8272\u4e00\u76f4\u662f\u5b83\u81ea\u5df1\uff0c\u4e5f\u4e0d\u80fd\u56e0\u4e3a\u6015\u51fa\u9519\uff0c\u5c31\u8ba9\u5b83\u7ad9\u5728\u539f\u5730\u4e00\u52a8\u4e0d\u52a8\u3002\u8fd9\u662f\u5b83\u4e0e\u73b0\u6709\u6240\u6709\u6570\u5b57\u4eba\u76f8\u5173\u6a21\u578b\u4ea7\u54c1\u6700\u5927\u7684\u5dee\u522b\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u8ba9\u89d2\u8272\u548c\u4e16\u754c\u4fdd\u6301\u8fde\u7eed\uff0c\u53ea\u89e3\u51b3\u4e86\u201c\u5b83\u8fd8\u5728\u4e0d\u5728\u201d\u7684\u95ee\u9898\u3002<\/p>\n

\u60f3\u8981\u50cf\u89c6\u9891\u901a\u8bdd\u4e00\u6837\u4e92\u52a8\uff0c\u5b83\u8fd8\u5f97\u542c\u61c2\u6587\u5b57\u4e4b\u5916\u6b63\u5728\u53d1\u751f\u7684\u4e00\u5207\u3002<\/p>\n

Speech\u3001Audio\u3001Gesture\u4e0eEvent\u7edf\u4e00\u5efa\u6a21<\/h1>\n

\u4eca\u5929\u7684\u5927\u591a\u6570\u6570\u5b57\u4eba\uff0c\u672c\u8d28\u4e0a\u8fd8\u662f\u4e00\u6761\u4e32\u8d77\u6765\u7684\u6d41\u6c34\u7ebf\uff1a<\/p>\n

ASR\u5148\u628a\u8bed\u97f3\u8f6c\u6210\u6587\u5b57\uff0cLLM\u6839\u636e\u6587\u5b57\u751f\u6210\u56de\u7b54\uff0cTTS\u518d\u628a\u56de\u7b54\u53d8\u6210\u58f0\u97f3\uff0c\u6700\u540e\u7531Motion Model\u6216Video Model\u8865\u4e0a\u53e3\u578b\u548c\u52a8\u4f5c\u3002<\/p>\n

\u8fd9\u5957\u65b9\u6cd5\u53ef\u4ee5\u5de5\u4f5c\uff0c\u4f46\u94fe\u8def\u6bcf\u591a\u4e00\u5c42\uff0c\u5c31\u4f1a\u591a\u4e00\u6b21\u7b49\u5f85\u548c\u4fe1\u606f\u4ea4\u63a5\u3002<\/p>\n

\u66f4\u9ebb\u70e6\u7684\u662f\uff0c\u5f88\u591a\u4fe1\u606f\u6839\u672c\u6ca1\u6cd5\u88ab\u5b8c\u6574\u538b\u7f29\u6210\u6587\u5b57\u3002<\/p>\n

\u4e00\u53e5\u8bdd\u91cc\u7684\u8bed\u6c14\u3001\u505c\u987f\u548c\u60c5\u7eea\uff0c\u73af\u5883\u91cc\u7a81\u7136\u54cd\u8d77\u7684\u96f7\u58f0\u3001\u98ce\u58f0\uff0c\u6216\u8005\u753b\u9762\u4e2d\u51fa\u73b0\u7684\u624b\u52bf\u548c\u52a8\u4f5c\uff0c\u90fd\u53ef\u80fd\u5728\u8f6c\u5199\u8fc7\u7a0b\u4e2d\u88ab\u4e22\u6389\u3002<\/p>\n

A1\u6ca1\u6709\u628aASR\u6587\u672c\u5f53\u4f5c\u552f\u4e00\u7684\u4ea4\u4e92\u4e2d\u95f4\u8868\u793a\uff0c\u800c\u662f\u76f4\u63a5\u5efa\u6a21\u8bed\u8a00\u8bed\u4e49\u3001\u58f0\u5b66\u7279\u5f81\u3001\u975e\u8bed\u8a00\u58f0\u97f3\u3001\u73af\u5883\u4e8b\u4ef6\u3001\u624b\u52bf\u548c\u52a8\u6001\u89c6\u89c9\u4fe1\u53f7\u3002<\/p>\n

\"\u5168\u65b0\u7edf\u4e00\u6d41\u5f0f\u67b6\u6784\uff0cVivix\u7075\u52a8\u65f6\u523b\u6b63\u5f0f\u53d1\u5e03\u9996\u4e2a\u5b9e\u65f6\u4e92\u52a8\u6a21\u578b<\/div>\n

\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\uff08\u5305\u542b\u97f3\u89c6\u9891\u53c2\u8003\u3001\u7cfb\u7edfprompt\u3001\u5386\u53f2\u5e27\u7b49\uff09\u4f1a\u539f\u751f\u591a\u6a21\u6001\u5730\u8f93\u5165\u7ed9A1\u6a21\u578b\uff0c\u6a21\u578b\u5728\u6700\u5c0f\u65f6\u95f4\u7247\u5185\uff08\u7ea6300ms\uff09\u5c31\u4f1a\u63a8\u7406\u51fa\u5bf9\u4e0a\u8ff0\u4e0a\u4e0b\u6587\u7684\u6700\u65b0\u54cd\u5e94token\u3002\u8fd9\u90e8\u5206\u53ef\u4ee5\u7406\u89e3\u4e3a\u6a21\u578b\u7684\u201c\u5feb\u601d\u8003\u201d\u3002<\/p>\n

\u66f4\u4e0a\u5c42\u7684Director Agent\u5219\u8d1f\u8d23\u201c\u6162\u601d\u8003\u201d\u2014\u2014\u63a8\u7406\u3001\u601d\u8003\u3001tool use\uff0c\u5e76\u5f02\u6b65\u7ed9\u51fa\u957f\u65f6\u5e8f\u7684\u5b8f\u89c2\u884c\u4e3a\u63a7\u5236\u3002<\/p>\n

\u4e8e\u662f\uff0c\u89d2\u8272\u4e0d\u5fc5\u53ea\u7b49\u4e00\u8f6e\u5b8c\u6574\u7684\u6587\u5b57\u8f6c\u5199\u7ed3\u675f\u540e\u518d\u884c\u52a8\u3002<\/p>\n

\u7528\u6237\u7684\u8bed\u6c14\u53d1\u751f\u53d8\u5316\uff0c\u73af\u5883\u91cc\u7a81\u7136\u51fa\u73b0\u65b0\u7684\u58f0\u97f3\uff0c\u6216\u8005\u753b\u9762\u4e2d\u6709\u4eba\u505a\u51fa\u65b0\u7684\u52a8\u4f5c\uff0c\u90fd\u53ef\u4ee5\u6210\u4e3a\u65b0\u7684\u89e6\u53d1\u4fe1\u53f7\uff0c\u7ee7\u7eed\u6539\u53d8\u5c1a\u672a\u751f\u6210\u7684\u5185\u5bb9\u3002<\/p>\n

\u8fd9\u5c31\u662fA1\u6240\u5f3a\u8c03\u7684\u6301\u7eed\u8046\u542c\u548c\u4e8b\u4ef6\u89e6\u53d1\u54cd\u5e94\u3002<\/p>\n

\u611f\u77e5\u3001\u89c4\u5212\u3001\u884c\u4e3a\u63a7\u5236\u548c\u97f3\u89c6\u9891\u751f\u6210\uff0c\u4e0d\u518d\u662f\u51e0\u4e2a\u5404\u81ea\u6392\u961f\u7684\u79bb\u7ebf\u4efb\u52a1\uff0c\u800c\u662f\u8fdb\u5165\u4e86\u540c\u4e00\u6761\u5b9e\u65f6\u94fe\u8def\u3002<\/p>\n

\u5230\u4e86\u8fd9\u91cc\uff0c\u89d2\u8272\u5df2\u7ecf\u80fd\u591f\u542c\u61c2\u7528\u6237\uff0c\u4e5f\u77e5\u9053\u63a5\u4e0b\u6765\u8be5\u505a\u4ec0\u4e48\u3002<\/p>\n

\u4f46\u5982\u679c\u4e0b\u4e00\u5e27\u8981\u7b49\u4e0a\u51e0\u79d2\uff0c\u8fd9\u901a\u89c6\u9891\u7535\u8bdd\u4f9d\u7136\u6253\u4e0d\u8d77\u6765\u3002<\/p>\n

MJD\u628a8-Step\u538b\u7f29\u52302-Step<\/h1>\n

\u5b9e\u65f6\u6027\u7684\u4e0b\u4e00\u9053\u74f6\u9888\uff0c\u6765\u81ea\u89c6\u9891\u6269\u6563\u672c\u8eab\u3002<\/p>\n

\u89c6\u9891\u6269\u6563\u7684\u4e0d\u540c\u91c7\u6837\u6b65\u9aa4\u627f\u62c5\u7740\u4e0d\u540c\u4efb\u52a1\uff1a\u6709\u7684\u5148\u642d\u51fa\u8bed\u4e49\u7ed3\u6784\u548c\u8fd0\u52a8\u65b9\u5411\uff0c\u6709\u7684\u8865\u5145\u5c40\u90e8\u7ec6\u8282\uff0c\u8fd8\u6709\u7684\u8d1f\u8d23\u7ef4\u6301\u524d\u540e\u753b\u9762\u7684\u8fde\u7eed\u6027\u3002<\/p>\n

\u56e0\u6b64\uff0c\u76f4\u63a5\u51cf\u5c11\u91c7\u6837\u6b65\u6570\uff0c\u5f80\u5f80\u4f1a\u540c\u65f6\u635f\u5931\u52a8\u4f5c\u5e45\u5ea6\u3001\u753b\u9762\u7ec6\u8282\u548c\u957f\u65f6\u7a33\u5b9a\u6027\u3002<\/p>\n

\u4e3a\u6b64\uff0cVivix\u63d0\u51faMJD\uff08Multidimensional Joint Distillation\uff0c\u591a\u7ef4\u8054\u5408\u84b8\u998f\uff09\uff0c\u4ee58-Step\u7248\u672c\u4f5c\u4e3a\u8d28\u91cf\u57fa\u7ebf\uff0c\u628a\u4e0d\u540c\u53bb\u566a\u9636\u6bb5\u627f\u62c5\u7684\u80fd\u529b\u5171\u540c\u538b\u7f29\u8fdb2-Step\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u53ea\u9488\u5bf9\u5355\u5e27\u753b\u8d28\u84b8\u998f\u3002<\/p>\n

\u5177\u4f53\u7684\uff0cMJD\u540c\u65f6\u4f18\u5316\u4e09\u4e2a\u76ee\u6807\uff1a<\/p>\n

    \n
  • Short-Horizon Generation Quality\uff1a\u4fdd\u7559\u5feb\u901f\u91c7\u6837\u4e0b\u7684\u89c6\u89c9\u7ec6\u8282\u548c\u8fd0\u52a8\u8868\u73b0\uff1b<\/li>\n
  • Long-Horizon Temporal Consistency\uff1a\u6291\u5236\u8fde\u7eedrollout\u4e2d\u7684\u6f02\u79fb\u4e0e\u7d2f\u8ba1\u8bef\u5dee\uff1b<\/li>\n
  • Multimodal Distribution Alignment\uff1a\u5bf9\u9f50latent\u7a7a\u95f4\u3001\u50cf\u7d20\u7a7a\u95f4\u4ee5\u53ca\u8bed\u4e49\u548c\u52a8\u4f5c\u5206\u5e03\u3002<\/li>\n<\/ul>\n

    \u6b64\u5916\uff0c\u4e3a\u9632\u6b62\u6a21\u578b\u901a\u8fc7\u5c11\u52a8\u6362\u53d6\u7a33\u5b9a\uff0cMJD\u8fd8\u8ba9\u5b66\u751f\u6a21\u578b\u5b66\u4e60\u6559\u5e08\u6a21\u578b\u66f4\u5b8c\u6574\u7684\u52a8\u4f5c\u5206\u5e03\uff0c\u540c\u65f6\u5728latent\u6f5c\u7a7a\u95f4\u548c\u539f\u59cb\u6570\u636e\u7a7a\u95f4\u4e2d\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n

    \u524d\u8005\u770b\u4f4f\u6574\u4f53\u751f\u6210\u5206\u5e03\uff0c\u540e\u8005\u8865\u5145\u7ec6\u5c0f\u52a8\u4f5c\u3001\u89c6\u89c9\u7eb9\u7406\u548c\u957f\u671f\u7d2f\u8ba1\u8bef\u5dee\u4f18\u5316\u3002<\/p>\n

    \u7531\u6b64\uff0c\u89c6\u9891\u6269\u6563\u4ece8-Step\u8d28\u91cf\u57fa\u7ebf\u538b\u7f29\u52302-Step\u63a8\u7406\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u63a5\u8fd18-Step\u7248\u672c\u7684\u77ed\u65f6\u753b\u8d28\u3001\u6307\u4ee4\u9075\u5faa\u3001\u8fd0\u52a8\u8868\u73b0\u548c\u957f\u65f6\u7a33\u5b9a\u6027\u3002<\/p>\n

    \u8fd130B\u6fc0\u6d3b\u53c2\u6570\u6a21\u578b\u5982\u4f55\u8dd1\u8fdb\u6d88\u8d39\u7ea7\u663e\u5361<\/h1>\n

    \u8fd1\u671f\u5e02\u9762\u4e0a\u9646\u7eed\u51fa\u73b0\u4e00\u4e9b\u8fd1\u4f3c\u5b9e\u65f6\u63a8\u7406\u7684\u89c6\u9891\u751f\u6210\u6a21\u578b\uff0c\u5305\u62ec\u4e00\u7cfb\u5217\u5b9e\u65f6\u89c6\u9891\u201c\u4e16\u754c\u6a21\u578b\u201d\u3002<\/p>\n

    \u4ed6\u4eec\u7684\u5b9e\u73b0\u65b9\u5f0f\u901a\u5e38\u662f\u57fa\u4e8e\u5c0f\u53c2\u6570\u91cf\uff08\u59821~5B\uff09\u6216\u8f83\u5927\u7684VAE\u538b\u7f29\u6bd4\uff08\u598216x16x8\uff09\u6765\u5b9e\u73b0\uff0c\u727a\u7272\u4e86\u6a21\u578b\u7684capacity\uff0c\u5bfc\u81f4\u6a21\u578b\u6548\u679c\u8981\u4e48\u4e0d\u80fd\u6709\u5927\u8fd0\u52a8\uff0c\u8981\u4e48\u5c31\u4f1a\u9891\u7e41\u51fa\u73b0\u8f83\u5927artifacts\u3002<\/p>\n

    \u4ece\u6280\u672f\u535a\u5ba2\u4e2d\u6211\u4eec\u770b\u5230Vivix\u672c\u6b21\u53d1\u5e03\u7684\u4e24\u4e2a\u6a21\u578b\u7684\u6709\u6548\u6fc0\u6d3b\u53c2\u6570\u63a5\u8fd130B\uff0c\u5e76\u91c7\u7528\u4e868x8x4\u7684\u9ad8\u8d28\u91cf\u538b\u7f29\u7387\uff0c\u8ba1\u7b97\u4e0b\u6765\u6bcf\u79d2token\u541e\u5410\u9700\u8981\u505a\u5230\u524d\u8ff0\u5de5\u4f5c\u7684\u6570\u5341\u500d\uff0c\u8fd9\u5bf9\u6a21\u578b\u63a8\u7406\u6210\u672c\u548c\u5b9e\u65f6\u6027\u5e26\u6765\u4e86\u6781\u5927\u6311\u6218\u3002<\/p>\n

    \u4e3a\u4e86\u7a33\u7a33\u63a5\u4f4f\u8fd9\u6761\u5b9e\u65f6\u94fe\u8def\uff0cVivix\u8fd8\u63a8\u51fa\u4e86VMI<\/strong>\uff0c\u4e5f\u5c31\u662fVivix Model Infra\u3002<\/p>\n

    VMI\u7684\u601d\u8def\u53ef\u4ee5\u6982\u62ec\u4e3a\u4e09\u6b65\uff1a\u628a\u4e92\u76f8\u5e72\u6270\u7684\u4efb\u52a1\u62c6\u5f00\uff0c\u8ba9\u6a21\u578b\u4ee5\u66f4\u4f4e\u7cbe\u5ea6\u8fd0\u884c\uff0c\u518d\u628a\u8ba1\u7b97\u3001\u901a\u4fe1\u548c\u5185\u5b58\u7edf\u4e00\u8c03\u5ea6\u3002<\/p>\n

    \"\u5168\u65b0\u7edf\u4e00\u6d41\u5f0f\u67b6\u6784\uff0cVivix\u7075\u52a8\u65f6\u523b\u6b63\u5f0f\u53d1\u5e03\u9996\u4e2a\u5b9e\u65f6\u4e92\u52a8\u6a21\u578b<\/div>\n

    Encoder\u4e0eDecoder\u89e3\u8026<\/h1>\n

    \u7b2c\u4e00\u6b65\uff0c\u662f\u628a\u5bb9\u6613\u4e92\u76f8\u5835\u8f66\u7684\u4efb\u52a1\u62c6\u5f00\u3002<\/p>\n

    \u591a\u6a21\u6001Encoder\u8d1f\u8d23\u5904\u7406\u56fe\u7247\u3001\u89c6\u9891\u3001\u8bed\u97f3\u548c\u5176\u4ed6\u53c2\u8003\u6761\u4ef6\uff0c\u66f4\u9002\u5408\u7528\u5927Batch\u8ffd\u6c42\u9ad8\u541e\u5410\uff1bReal-Time Decoder Loop\u5219\u8981\u8fde\u7eed\u9010\u5e27\u751f\u6210\uff0c\u66f4\u5728\u610f\u4f4e\u5ef6\u8fdf\u3001\u7a33\u5b9a\u8f93\u51fa\u548c\u968f\u65f6\u6253\u65ad\u3002<\/p>\n

    \u5982\u679c\u628a\u4e24\u8005\u585e\u8fdb\u540c\u4e00\u4e2a\u8d44\u6e90\u6c60\uff0cEncoder\u6b63\u5728\u5904\u7406\u7684\u6279\u91cf\u4efb\u52a1\uff0c\u5c31\u53ef\u80fd\u5835\u4f4fDecoder\u7684\u5b9e\u65f6\u94fe\u8def\u3002<\/p>\n

    VMI\u56e0\u6b64\u628a\u5b83\u4eec\u62c6\u6210\u72ec\u7acb\u670d\u52a1\uff0c\u5206\u522b\u914d\u7f6e\u8fdb\u7a0b\u3001\u8d44\u6e90\u6c60\u548c\u6269\u7f29\u5bb9\u7b56\u7565\u3002<\/p>\n

    \u53c2\u8003\u56fe\u7247\u548c\u8bed\u97f3\u53ef\u4ee5\u96c6\u4e2d\u7f16\u7801\uff0c\u6b63\u5728\u8fdb\u884c\u7684\u89c6\u9891\u4e92\u52a8\u5219\u4e0d\u7528\u5728\u540e\u9762\u6392\u961f\u3002<\/p>\n

    \u5728\u670d\u52a1\u5c42\u5b8c\u6210Encoder\u4e0eDecoder\u89e3\u8026\u4e4b\u5916\uff0cVMI\u8fd8\u5728\u63a8\u7406\u9636\u6bb5\u5f15\u5165prefill\/decode\u5206\u79bb\uff0c\u5e76\u91cd\u65b0\u8bbe\u8ba1\u4e86KV Cache\u4f20\u8f93\u5c42\u3002<\/p>\n

    \u8fd9\u4e24\u79cd\u201c\u62c6\u5f00\u201d\u5904\u7406\u7684\u662f\u4e0d\u540c\u95ee\u9898\uff1a<\/p>\n

    \u524d\u8005\u9694\u79bb\u4e0d\u540c\u7c7b\u578b\u7684\u4efb\u52a1\u8d1f\u8f7d\uff0c\u540e\u8005\u51cf\u5c11\u63a8\u7406\u9636\u6bb5\u4e4b\u95f4\u7684\u72b6\u6001\u642c\u8fd0\u548c\u7b49\u5f85\u3002\u6309\u7167Vivix\u7684\u8bf4\u6cd5\uff0c\u8fd9\u6784\u6210\u4e86\u5176\u9762\u5411\u5b9e\u65f6\u89c6\u9891\u751f\u6210\u7684PD\u5206\u79bb\u67b6\u6784\u3002<\/p>\n

    \u6574\u5957\u94fe\u8def\u6700\u7ec8\u652f\u6301\u7a33\u5b9a\u8fde\u7eed\u751f\u6210\u3001\u6a21\u578b\u7ea7\u6253\u65ad\u548c\u5b9e\u65f6\u91cd\u5b9a\u5411\uff0cEncoder\u4e0eDecoder\u4e5f\u53ef\u4ee5\u72ec\u7acb\u5f39\u6027\u4f38\u7f29\u3002<\/p>\n

    \u636e\u6089\uff0c\u8fd9\u5957\u6d41\u5f0f\u8c03\u5ea6\u5668\u54cd\u5e94\u65b0\u8f93\u5165\u6700\u77ed\u4ec5\u9700300\u6beb\u79d2\uff0c\u4ece\u7528\u6237\u7ed9\u51fa\u65b0\u6307\u4ee4\u5230\u753b\u9762\u51fa\u73b0\u53ef\u89c1\u53cd\u5e94\uff0c\u5e73\u5747\u5ef6\u8fdf\u4f4e\u4e8e0.6\u79d2\u3002<\/p>\n

    \u539f\u751fNVFP4\u8bad\u63a8\u534f\u540c<\/h1>\n

    \u628a\u7f16\u7801\u548c\u89e3\u7801\u62c6\u5f00\uff0c\u76f8\u5f53\u4e8e\u5148\u628a\u9053\u8def\u758f\u901a\u4e86\u3002<\/p>\n

    \u63a5\u4e0b\u6765\u66f4\u76f4\u63a5\u7684\u95ee\u9898\u662f\uff1a\u8fd130B\u6fc0\u6d3b\u53c2\u6570\u7684\u6a21\u578b\uff0c\u600e\u4e48\u88c5\u8fdb\u6d88\u8d39\u7ea7\u663e\u5361\uff1f<\/p>\n

    \u7b54\u6848\u9996\u5148\u6307\u54114-bit\u3002<\/p>\n

    \u66f4\u4f4e\u7684\u6570\u503c\u7cbe\u5ea6\u53ef\u4ee5\u51cf\u5c11\u663e\u5b58\u5360\u7528\u548c\u8ba1\u7b97\u91cf\uff0c\u4f46\u89c6\u9891\u6269\u6563\u6a21\u578b\u504f\u504f\u5bf9\u91cf\u5316\u8bef\u5dee\u683c\u5916\u654f\u611f\u3002<\/p>\n

    \u5355\u6b65\u8ba1\u7b97\u4e2d\u7684\u5fae\u5c0f\u6570\u503c\u504f\u5dee\u4f1a\u6cbf\u53bb\u566a\u94fe\u8def\u548c\u957f\u65f6\u95f4rollout\u4e0d\u65ad\u7d2f\u79ef\uff0c\u6700\u7ec8\u8868\u73b0\u4e3a\u7ec6\u8282\u9000\u5316\u3001\u89d2\u8272\u6f02\u79fb\u548c\u65f6\u5e8f\u4e0d\u7a33\u5b9a\u3002<\/p>\n

    \u6240\u4ee5\uff0c\u771f\u6b63\u56f0\u96be\u7684\u5e76\u4e0d\u662f\u201c\u80fd\u4e0d\u80fd\u75284-bit\u8dd1\u8d77\u6765\u201d\uff0c\u800c\u662f\u8dd1\u8d77\u6765\u4ee5\u540e\uff0c\u89c6\u9891\u8fd8\u80fd\u4e0d\u80fd\u4fdd\u4f4f\u52a8\u4f5c\u3001\u7ec6\u8282\u548c\u957f\u671f\u7a33\u5b9a\u6027\u3002<\/p>\n

    \u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0cVMI\u628aBlackwell GPU\u652f\u6301\u7684NVFP4 GEMM\u76f4\u63a5\u8bbe\u4e3a\u76ee\u6807\u63a8\u7406\u8def\u5f84\uff0c\u5e76\u5728\u8bad\u7ec3\u548c\u84b8\u998f\u9636\u6bb5\u5f15\u5165low-precision-aware distillation\uff0c\u8ba9\u6a21\u578b\u63d0\u524d\u9002\u5e944-bit\u6570\u503c\u5206\u5e03\uff0c\u800c\u975e\u8bad\u7ec3\u5b8c\u6210\u540e\u76f4\u63a5\u505aPTQ\u3002<\/p>\n

    \u6b64\u5916\uff0c\u9488\u5bf9\u89c6\u9891\u751f\u6210\u94fe\u8def\uff0cVMI\u8fd8\u52a0\u5165\u4e86\u4e13\u95e8\u7684\u53bb\u566a\u8bef\u5dee\u6821\u6b63\uff0c\u538b\u4f4f\u91cf\u5316\u8bef\u5dee\u5728\u4e0d\u540ctimestep\u548c\u8fde\u7eed\u5e27\u4e4b\u95f4\u7684\u7d2f\u79ef\u3002<\/p>\n

    \u6574\u5957\u8bad\u7ec3\u8fc7\u7a0b\u4e5f\u4f1a\u76f4\u63a5\u5bf9\u9f50\u6700\u7ec8\u90e8\u7f72\u4f7f\u7528\u7684NVFP4 GEMM Kernel\uff0c\u51cf\u5c11\u8bad\u7ec3\u7cbe\u5ea6\u4e0e\u63a8\u7406\u7cbe\u5ea6\u4e4b\u95f4\u7684\u5206\u5e03\u504f\u79fb\u3002<\/p>\n

    \u5b9e\u6d4b\u73b0\u5b9e\uff0cNVFP4\u76f8\u5bf9BF16\u57fa\u7ebf\u5b9e\u73b0\u4e86\u751f\u6210\u8d28\u91cf\u63a5\u8fd1\u65e0\u635f\uff0c\u540c\u65f6\u964d\u4f4e\u663e\u5b58\u5360\u7528\u5e76\u63d0\u9ad8\u63a8\u7406\u541e\u5410\u3002<\/p>\n

    \u6781\u81f4\u7684\u8ba1\u7b97\u3001\u901a\u4fe1\u8c03\u5ea6\u4e0emega-kernel<\/h1>\n

    NVFP4\u8ba9\u6a21\u578b\u88c5\u5f97\u4e0b\u3001\u7b97\u5f97\u52a8\u3002<\/p>\n

    \u4f46\u5728\u591a\u5361\u7cfb\u7edf\u91cc\uff0c\u8fd8\u6709\u6700\u540e\u4e00\u9053\u4e0d\u592a\u663e\u773c\u7684\u74f6\u9888\uff1aGPU\u3001PCIe\u548c\u663e\u5b58\u4e0d\u80fd\u603b\u5728\u5f7c\u6b64\u7b49\u5f85\u3002<\/p>\n

    \u5728RTX\u7ea7\u6d88\u8d39GPU\u4e0a\uff0c\u591a\u5361\u901a\u4fe1\u4e3b\u8981\u7ecf\u8fc7PCIe\u3002<\/p>\n

    \u5982\u679cGPU\u7b97\u5b8c\u4ee5\u540e\u7b49\u6570\u636e\uff0cPCIe\u4f20\u5b8c\u6570\u636e\u4ee5\u540e\u7b49\u8ba1\u7b97\uff0c\u5927\u91cf\u51b7\u72b6\u6001\u8fd8\u4e00\u76f4\u5360\u7740\u663e\u5b58\uff0c\u90a3\u4e48\u5373\u4f7f\u6bcf\u4e00\u4e2a\u5355\u72ec\u6a21\u5757\u90fd\u5f88\u5feb\uff0c\u6574\u6761\u94fe\u8def\u4f9d\u7136\u8dd1\u4e0d\u8d77\u6765\u3002<\/p>\n

    VMI\u4e3a\u6b64\u6784\u5efa\u4e86Compute-Communication-Memory Co-Scheduling Engine\uff0c\u5c06\u8ba1\u7b97\u3001\u901a\u4fe1\u548c\u663e\u5b58\u8c03\u5ea6\u7edf\u4e00\u7eb3\u5165\u540c\u4e00\u5f20\u63a8\u7406\u6267\u884c\u56fe\u3002<\/p>\n

    \u5b83\u5148\u8ba9Attention\u901a\u4fe1\u3001\u663e\u5b58Offload\u548c\u8de8\u670d\u52a1\u6570\u636e\u4f20\u8f93\u8fd0\u884c\u5728\u4e0d\u540cCUDA Stream\u4e2d\uff0c\u5c3d\u53ef\u80fd\u548cGPU\u8ba1\u7b97\u91cd\u53e0\uff1b<\/p>\n

    \u518d\u628a\u8ba1\u7b97\u4e0e\u901a\u4fe1\u878d\u5408\u8fdbMega Kernel\uff0c\u51cf\u5c11\u4e2d\u95f4\u72b6\u6001\u5199\u56de\u548c\u540c\u6b65\u7b49\u5f85\uff1b<\/p>\n

    \u6700\u540e\u5229\u7528CUDA Graphs\u6355\u83b7\u6574\u5f20\u6d41\u5f0f\u63a8\u7406\u56fe\uff0c\u628a\u539f\u672c\u6570\u767e\u6b21Kernel Launch\u538b\u7f29\u6210\u5c11\u91cf\u7edf\u4e00\u63d0\u4ea4\u3002<\/p>\n

    \u8bf4\u5f97\u76f4\u767d\u4e00\u70b9\uff0c\u5c31\u662f\u80fd\u5e76\u884c\u7684\u5c3d\u91cf\u5e76\u884c\uff0c\u80fd\u5408\u5e76\u7684\u5c3d\u91cf\u5408\u5e76\uff0c\u4e0d\u8ba9Python\u3001CPU\u548cPCIe\u6210\u4e3aGPU\u524d\u9762\u7684\u7ea2\u706f\u3002<\/p>\n

    \u6839\u636e\u6d4b\u8bd5\u7ed3\u679c\uff0cVMI\u5b9e\u73b0\u5355\u5361\u541e\u5410\u8d85\u8fc710000 video tokens\/s\uff1b\u5728\u591a\u5361\u94fe\u8def\u4e2d\uff0cPCIe\u5e26\u5bbd\u5229\u7528\u7387\u8fbe\u523088%+\u3002<\/p>\n

    \u628a\u4e09\u9879\u4f18\u5316\u653e\u5728\u4e00\u8d77\u770b\uff0c\u903b\u8f91\u5176\u5b9e\u5f88\u6e05\u695a\uff1a<\/p>\n

    Encoder\u4e0eDecoder\u89e3\u8026\uff0c\u8d1f\u8d23\u758f\u901a\u5b9e\u65f6\u94fe\u8def\uff1b\u539f\u751fNVFP4\u8bad\u63a8\u534f\u540c\uff0c\u8d1f\u8d23\u8ba9\u8fd130B\u6fc0\u6d3b\u53c2\u6570\u6a21\u578b\u88c5\u5f97\u4e0b\u3001\u8dd1\u5f97\u52a8\uff1b\u8ba1\u7b97\u3001\u901a\u4fe1\u548c\u5185\u5b58\u534f\u540c\u8c03\u5ea6\uff0c\u5219\u8d1f\u8d23\u6d88\u706d\u591a\u5361\u7cfb\u7edf\u91cc\u90a3\u4e9b\u770b\u4e0d\u89c1\u7684\u7b49\u5f85\u3002<\/p>\n

    \u5230\u8fd9\u91cc\uff0cA1\u624d\u7b97\u5b8c\u6210\u4e86\u4ece\u201c\u6a21\u578b\u53ef\u4ee5\u4ea4\u4e92\u201d\uff0c\u5230\u201c\u4ea4\u4e92\u53ef\u4ee5\u5b9e\u65f6\u8fd0\u884c\u201d\u7684\u6700\u540e\u4e00\u516c\u91cc\u3002<\/p>\n

    \u4ece\u4e00\u4e2a\u89d2\u8272\uff0c\u5230\u4e00\u4e2a\u6301\u7eed\u6f14\u53d8\u7684\u4e16\u754c<\/h1>\n

    \u4ece\u7edf\u4e00\u591a\u6a21\u6001\u53c2\u8003\u4e0e\u6d41\u5f0f\u751f\u6210\uff0c\u5230\u539f\u751f\u4ea4\u4e92\u4fe1\u53f7\u5efa\u6a21\uff1b\u4ece8-Step\u538b\u7f29\u52302-Step\uff0c\u518d\u5230Encoder\/Decoder\u89e3\u8026\u3001\u539f\u751fNVFP4\u548c\u6574\u5957\u534f\u540c\u8c03\u5ea6\u5f15\u64ce\uff0c\u516d\u9879\u6280\u672f\u5171\u540c\u8865\u4e0a\u4e86\u5b9e\u65f6\u4ea4\u4e92\u94fe\u8def\u4e2d\u7684\u4e0d\u540c\u7f3a\u53e3\u3002<\/p>\n

    \u4e00\u5957\u7ec4\u5408\u62f3\u4e0b\u6765\uff0c\u6700\u7ec8\u5b9e\u73b0\u4e86\u8fd130B\u6fc0\u6d3b\u53c2\u6570\u3001\u8fd1\u4f3c\u65e0\u635f\u7684\u6d88\u8d39\u539f\u751fNVFP4\u3001\u6d88\u8d39\u7ea7\u663e\u5361\u5b9e\u65f6\u751f\u6210\u3002<\/p>\n

    \u6240\u4ee5\uff0cVivix-A1\u4ea4\u4ed8\u7684\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u5b9e\u65f6\u4ea4\u4e92\u7684\u6982\u5ff5\uff0c\u800c\u662f\u4e00\u5957\u5df2\u7ecf\u8fd0\u884c\u8d77\u6765\u7684\u539f\u751f\u6d41\u5f0f\u591a\u6a21\u6001\u6a21\u578b\u3002<\/p>\n

    \u73b0\u5728\uff0c\u5c4f\u5e55\u53e6\u4e00\u7aef\u7684AI\u5df2\u7ecf\u5f00\u59cb\u542c\u89c1\u4f60\u3001\u8f6c\u8fc7\u8eab\uff0c\u5e76\u7ee7\u7eed\u5728\u81ea\u5df1\u7684\u4e16\u754c\u91cc\u5411\u524d\u8d70\u3002<\/p>\n

    \u4eca\u5929\uff0cA1\u5148\u8ba9\u90a3\u4e2a\u89d2\u8272\u6d3b\u4e86\u8d77\u6765\u3002W1\u60f3\u505a\u7684\uff0c\u5219\u662f\u8ba9\u5b83\u8eab\u540e\u7684\u4e16\u754c\uff0c\u4e5f\u8ddf\u7740\u4f60\u7684\u9009\u62e9\u4e00\u8d77\u6539\u53d8\u3002<\/p>\n

    \u5f53\u7136\uff0c\u8fd9\u8ddd\u79bb\u771f\u6b63\u7684\u201c\u5e73\u884c\u4e16\u754c\u201d\u5f53\u7136\u8fd8\u5f88\u8fdc\u3002<\/p>\n

    \u4f46\u81f3\u5c11\uff0c\u8fd9\u901a\u7535\u8bdd\u5df2\u7ecf\u4f20\u6765\u4e86\u7b2c\u4e00\u58f0\u56de\u97f3\u3002<\/p>\n

    (\u6765\u6e90:\u91cf\u5b50\u4f4d) <\/p>\n

    <\/span>\u7248\u6743\u6240\u6709\uff0c\u672a\u7ecf\u6388\u6743\u4e0d\u5f97\u4ee5\u4efb\u4f55\u5f62\u5f0f\u8f6c\u8f7d\u53ca\u4f7f\u7528\uff0c\u8fdd\u8005\u5fc5\u7a76\u3002<\/em><\/span><\/div>\n","protected":false},"excerpt":{"rendered":"

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