97¹ú¼Ê

¹¤³§ÑÐѧ Ø­ 97¹ú¼ÊÍøÂçÊý×Ö»¯ÖÇÄܹ¤³§¡°ºÚ¿Æ¼¼¡±´ó½ÒÃØ
Ô¤Ô¼Ö±²¥
ÀÖÏíÓªÒµ°ü¹Ü·þÎñ Ø­ ÊØ»¤Ò½ÁÆÓªÒµÒ»Á¬ÎȹÌ
Ô¤Ô¼Ö±²¥
97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾
²úÆ·
< ·µ»ØÖ÷²Ëµ¥
²úÆ·ÖÐÐÄ
²úÆ·
½â¾ö¼Æ»®
< ·µ»ØÖ÷²Ëµ¥
½â¾ö¼Æ»®ÖÐÐÄ
ÐÐÒµ
ºÏ×÷»ï°é
·µ»ØÖ÷²Ëµ¥
Ñ¡ÔñÇøÓò/ÓïÑÔ
97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾
97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾ 97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

½âÃÜDeepSeek-V3ÍÆÀíÍøÂ磺MoE¼Ü¹¹ÔõÑùÖØ¹¹µÍʱÑÓ¡¢¸ßÍÌÍÂÐèÇó£¿

DeepSeek-V3Ðû²¼Íƶ¯ÂþÑÜÊ½ÍÆÀíÍøÂç¼Ü¹¹Éý¼¶£¬MoEÄ£×ÓÒýÈë´ó¹æÄ£×¨¼Ò²¢ÐÐͨѶ£¬ÍÆÀíÁ÷Á¿ÌØÕ÷ÏÔÖø×ª±ä£¬Decode½×¶Î¶ÔÍøÂçʱ¶ÈÃô¸Ð¡£ÍøÂçÐè°ü¹ÜµÍʱÑÓÓë¸ßÍÌÍ£¬Í¨¹ý¶ËÍøÐ­Í¬¸ºÔØÆ½ºâÓëÓµÈû¿ØÖÆÊÖÒÕÓÅ»¯ÐÔÄÜ¡£¸ßЧÔËάʵÏÖ¹ÊÕÏ¿ìËÙ¶¨Î»ÓëÓªÒµ¸ß¿ÉÓ㬵¥¹ìË«Æ½ÃæÓëShuffle¶àÆ½Ãæ×éÍø¼Æ»®Ôڵͱ¾Ç®ÏÂÖª×ã¸ßÐÔÄÜÍÆÀíÐèÇó£¬Îª´ó¹æÄ£MoEÄ£×Ó°²ÅÅÌṩ½¹µãÍøÂçÖ§³Ö¡£

  • 97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

    Ðû²¼Ê±¼ä£º2025-10-27

  • 97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

    µã»÷Á¿£º

  • 97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

    µãÔÞ£º

·ÖÏíÖÁ

97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾
97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾
97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

ÎÒÏë̸ÂÛ

Ò»¡¢ÍÆÀí³¡¾°ºÍMoEÄ£×ÓÒýÈëÍøÂçÐÂËßÇó

2025ÄêÍ·£¬DeepSeek-V3Ðû²¼£¬Ñ¸ËÙÒý·¢º£ÄÚÍâµÄÆÕ±é¹Ø×¢ºÍ°²ÅÅÈȳ±¡£×÷Ϊ½¹µã»ù´¡Éèʩ֮һ£¬ÂþÑÜÊ½ÍÆÀíÍøÃæÁÙȫеÄÐèÇó¡£ÕûÌåÀ´¿´£¬ÍÆÀíÓëѵÁ·µÄÁ÷Á¿²î±ð¡¢MoEÄ£×Ӽܹ¹µÄÒýÈëÒÔ¼°DeepSeek¿ªÔ´ÊÖÒռƻ®µÈ¶àÖØÒòËØ£¬Ó°ÏìÁËÍøÂ罨ÉèµÄÆ«ÏòºÍÒªÇó¡£

¹Å°åŨÃÜÄ£×ÓµÄѵÁ·ÓëÍÆÀíÁ÷Á¿ÖУ¬95%ÒÔÉÏΪTensor Parallel£¨TP£©Í¨Ñ¶£¬Ö÷ÒªÔÚ»úÄڸߴø¿íÓòͨ¹ýall-reduceÍê³É£¬»úÍâµÍ´ø¿íÓò½öÔÚͬºÅ¿¨¼äÖ´ÐеÍÁ÷Á¿µÄÊý¾Ý²¢ÐУ¨DP£©ºÍÁ÷Ë®Ïß²¢ÐУ¨PP£©Í¨Ñ¶¡£¶øDeepSeek½ÓÄɵÄMoE£¨Mixture of Experts£©Ä£×Ӽܹ¹ÏÔÖø¸Ä±äÁËÁ÷Á¿ÌØÕ÷¡£ÑµÁ·ºÍÍÆÀí½×¶Î¾ù²»½ÓÄÉTPͨѶ£¬È¡¶ø´úÖ®µÄÊÇ´ó¹æÄ£×¨¼Ò²¢ÐУ¨EP£©Í¨Ñ¶£¬ÑµÁ·½×¶ÎEPÁ÷Á¿Õ¼±ÈÁè¼Ý95%£¬ÍÆÀí½×¶ÎÔòµÖ´ï100%¡£EPͨѶ¿çÔ½¶à¸öÆéá«´ø¿íÓò£¬ÇÒ½ÓÄÉall-to-allͨѶģʽ£¬Í¨Ñ¶½á¹¹ÖØ´óÇÒÁ÷Á¿Öش󣬶ÔÍøÂçÐÔÄÜÌá³öÁ˸ü¸ß¡¢¸ü²î±ð»¯µÄÒªÇó¡£

DeepSeekÄ£×Ó²ÎÊý¹æÄ£µÖ´ï6710ÒÚ£¬ÔÚÍÆÀí°²ÅÅÖÐÒýÈëÁËPDÊèÉ¢ºÍ´ó¹æÄ£EP²¢ÐУ¬Íƶ¯ÂúѪ°æ¸ßÐÔÄÜÍÆÀí×ßÏòÂþÑÜʽ¡£Ïà±È¹Å°åµ¥»úÍÆÀí£¬ÂþÑÜÊ½ÍÆÀí´øÀ´ÁËÏÔÖø²î±ð£¬Ê¹µÃÍÆÀíÁ÷Á¿Ä£Ê½ÓëÂþÑÜʽѵÁ·¸üΪ¿¿½ü£¬µ«Á½ÕßÔÚÁ÷Á¿ÌØÕ÷ÉÏÒÀÈ»±£´æÏÔ×ÅÇø±ð¡£

ͨѶÁ÷Á¿¿ÉÓÉÒÔϹ«Ê½¹ÀË㣺£¨minibatch¾Þϸ × ÉÏÏÂÎij¤¶È × Òþ²Ø²ãά¶È£©× ½ÚµãÊý × £¨dispatch_alltoallͨѶ´ÎÊý × FP8×Ö½ÚÊý + combine_alltoallͨѶ´ÎÊý × BF16×Ö½ÚÊý£©× GPUÈÏÕæµÄ²ãÊý¡£Ï±íͳ¼ÆÖ÷ÒªEPÁ÷Á¿×÷Ϊ²Î¿¼¡£

×ÜͨѶÁ¿ µ¥´ÎͨѶÁ¿
ѵÁ· 315GB

dispatch£º112MB

combine£º224MB

ÍÆÀíPrefill 57.09GB

dispatch£º168MB

combine£º336MB

ÍÆÀíDecode 1218MB

dispatch£º3.5MB

combine£º7MB

ѵÁ·³¡¾°Á÷Á¿Ä£Ê½Àο¿ÇÒÃ÷È·£¬µ¥´Îµü´ú×ÜÁ÷Á¿¸ß´ï315GB£¬µ¥´ÎEPͨѶÁ÷Á¿Ô¼112MB¡£

ÍÆÀí³¡¾°Á÷Á¿ÊÜÓû§ÊäÈëÓ°Ï죬²¨¶¯½Ï´ó¡£Prefill½×¶ÎÒÔ4KÉÏÏÂÎÄ¡¢batch sizeΪ4ÅÌËãÁ÷Á¿¾Þϸ£¬µ¥´Îµü´ú×ÜÁ÷Á¿Ô¼57.09GB£¬µ¥´ÎͨѶÁ÷Á¿ÓëѵÁ·Ïà½ü£»Decode½×¶ÎÒÔ128²¢·¢ÅÌË㣬µ¥´Îµü´úÁ÷Á¿ÏÔÖø½µµÍÖÁÔ¼1.2GB£¬µ¥´ÎͨѶÁ÷Á¿½öΪ¼¸MB£¬PrefillÓëDecode½×¶ÎÁ÷Á¿²î±ðÏÔ×Å¡£

»ùÓÚÒÔÉÏÈ«ÐÂÇÒÖØ´óµÄÍøÂçÐèÇó£¬ÉîÈëʶ±ðºÍÆÊÎöDeepSeekÍÆÀíÍøÂçµÄÒªº¦ÊÖÒÕ£¬Êǰü¹ÜÍÆÀí¸ßÐÔÄÜ¡¢µÍ±¾Ç®Óë¸ß¿É¿¿ÐÔµÄÒªº¦¡£ÏÂÎÄÎÒÃǽ«´ÓµÍÍøÂçʱÑÓ¡¢¸ßÐ§ÍøÂçÔËάºÍµÍ±¾Ç®×éÍø½Ç¶È£¬Õö¿ªÏÈÈÝDeepSeekÍÆÀíÍøÂçÒªº¦ÊÖÒÕ¡£

¶þ¡¢µÍʱÑÓÍøÂçÖúÁ¦ÍÆÀí¸ßÍÌÍÂ

ƾ֤ÉÏÊöÁ÷Á¿ÆÊÎö£¬Decode½×¶ÎµÄµ¥´ÎͨѶÁ÷Á¿½öΪ3.5MB/7MB¡£ÍŽáDeepSeek¹Ù·½¿ªÔ´Í¨Ñ¶¿âDeepEPµÄÐÔÄÜ£¬Ä¿½ñ³¡¾°ÏÂDecode½×¶ÎµÄdispatchͨѶʱ³¤ÔÚ100usÄÚ£¬combineͨѶʱ³¤ÔÚ200usÄÚ¡£Decode½×¶ÎµÄSLOͨ³£ÒªÇóµÍÓÚ50ms£¬µ«EPͨѶ´ÎÊý¸ß´ï116´Î£¬Ã¿´ÎͨѶ¶¼»áµ¼ÖÂʱÑÓµþ¼Ó£¬Òò´Ë¶ÔÍøÂçʱÑÓÌá³öÁ˺ܸߵÄÒªÇó¡£×ÛÉÏ£¬ÔÚDecode½×¶Î£¬ºÜÉٵĵ¥´ÎͨѶÁ÷Á¿¡¢ºÜ¶ÌµÄͨѶʱ³¤¡¢ºÜ¸ßµÄSLOÒªÇó¶¼¶ÔÍøÂçÌá³öÁ˽ϵ͵ÄʱÑÓÐèÇó¡£

97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

H800ÍøÂçʱÑÓ¶ÔDecodeÍÌ͵ÄÓ°Ïì

97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

H20ÍøÂçʱÑÓ¶ÔDecodeÍÌ͵ÄÓ°Ïì

ÉÏͼÊǶÔ4K/1KÉÏÏÂÎÄ£¬1KÊä³öµÄDecode³¡¾°£¬ÔÚH800/H20×°±¸Ï£¬ÒÔ128 batch×÷Ϊ³¡¾°£¬¾ÙÐеÄÍøÂçʱÑÓ¶ÔDecodeÍÌÍÂÓ°Ïì·ÂÕæ¡£ÈçͼËùʾ£¬µ±ÍøÂç²à±¬·¢1msµÄʱÑÓÔöÌíʱ£¬ÎÞÂÛÊÇH800ÕÕ¾ÉH20£¬ÔÚ²î±ðµÄÉÏÏÂÎij¡¾°Ï£¬ÍÌͶ¼»á±¬·¢ÖØ´óÓ°Ï죬ÍÌÍÂϽµ·ù¶È¸ß´ï80%×óÓÒ£¬ÏÕЩÒѾ­Ö±½Óµ¼ÖÂÄ¿½ñDecode½Úµã²»¿ÉÓᣵ±ÍøÂçÉϱ¬·¢100usµÄʱÑÓʱ£¬4KÉÏÏÂÎij¡¾°Ï£¬ÍÌÍÂϽµ¿ÉÄִܵï20%+¡£Óɴ˿ɼû£¬Decode½Úµã¶ÔÍøÂçʱÑÓµÄÃô¸Ð¶ÈºÜ¸ß¡£ÔÚDeepSeek´ó¹æÄ£EP²¢ÐÐall-to-allͨѶģʽÏ£¬ÍøÂçʱÑÓµÄÖ÷ÒªÓ°ÏìÒòËØÊǸºÔØÆ½ºâºÍÓµÈû¿ØÖÆ£º

97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

ÈçÉÏͼËùʾ£¬ÔÚ´ó¹æÄ£EPµÄDeepSeekÍÆÀí³¡¾°£¬EPÓòµÄͨѶ¿ÉÄܺá¿ç¶à¸öLeaf£¬Á÷Á¿×ßÏòSpine£¬ÈÝÒ×±¬·¢µä·¶µÄECMP¹þÏ£²»¾ùÎÊÌ⣬µ¼Ö½ϸ߶¯Ì¬Ê±ÑÓ¡£ÇÒDeepSeekµÄMoEÄ£×ÓÍÆÀíÒ×±¬·¢ÊµÀý¼ä¸ºÔØ·×ÆçÖºÍʵÀýÄÚר¼Ò¸ºÔØ·×ÆçÖÂÎÊÌ⣬ÔÚÍøÂçÉÏÌåÏÖΪÁ÷Á¿ÖоÞϸÁ÷»ìÏý¡£¸ÃÕ÷Ïó¸üÈÝÒ×¼Ó¾çECMP²»¾ùµ¼ÖµĶ¯Ì¬Ê±ÑÓÎÊÌ⣬²»¼ÑµÄ¸ºÔØÆ½ºâÕ½ÂÔ£¬ÔÚÍøÂçÉÏÈÝÒ×ÒýÈë100us+ÉõÖÁ¸ü¸ßµÄ¶¯Ì¬Ê±ÑÓ¡£ÈçÉÏÎÄÆÊÎö£¬ÕâÑùµÄ¶¯Ì¬Ê±ÑÓˮƽ¶ÔÍÌ͵ÄÓ°Ïì¿ÉÄִܵï20%+¡£ÔÚDeepSeek¹Ù·½³¡¾°ÖУ¬½ÓÄÉIB½»Á÷»úºÍCXÍø¿¨µÄAdaptive Routing£¨AR£©ÊÖÒÕ£¬ÓÐÓûº½âÁËECMP¸ºÔز»¾ùÎÊÌâ¡£ÔÚRoCEÇéÐÎÏ£¬¶ËÍøÐ­Í¬µÄ¸ºÔØÆ½ºâ¼Æ»®ÔÚÔÆÔÆ¿Á¿ÌµÄµÍʱÑÓÒªÇóÏ£¬ÊÇÖÁ¹ØÖ÷ÒªµÄ¡£

97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

±ðµÄ£¬MoEÄ£×ӵĴó¹æÄ£×¨¼Ò²¢ÐÐͨѶʵÖÊÉÏÊÇÒ»ÖÖall-to-allģʽ£¬ÍøÂçÖÐ×ÔÈ»±£´æincastÁ÷Á¿¡£ºÏÀíµÄÓµÈû¿ØÖÆÕ½ÂÔÄܹ»×èÖ¹ÒòÁ÷Á¿½µËÙ»òPFC£¨Priority Flow Control£©´¥·¢¶ø´øÀ´µÄ¸ß¶¯Ì¬Ê±ÑÓ£¬°ü¹ÜÍøÂçʱÑÓµÄÎȹÌÐÔºÍÍÆÀíÐÔÄÜ¡£

Èý¡¢¸ßЧ¶ËÍøÔËά°ü¹Ü¸ß¿ÉÓÃÍÆÀíÓªÒµ

97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

Âý¹ÊÕÏ¡¢hangÒì³£

97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

Á´Â·¹ÊÕÏ

Ëæ×ÅDeepSeekÍÆÀíÒýÈë´ó¹æÄ£×¨¼Ò²¢ÐУ¨EP£©£¬ÂþÑÜÊ½ÍÆÀí¼¯ÈºÃæÁÙÓëѵÁ·¼¯ÈºÀàËÆµÄ¹ÊÕÏÌôÕ½¡£Æ¾Ö¤Meta¹ûÕæµÄÑо¿Êý¾Ý£¬ÒÔ1024¿¨¼¯ÈºÎªÀý£¬Æ½¾ùÿ7.9Сʱ»á±¬·¢Ò»´Î¹ÊÕÏ¡£ÍŽá¹ÊÕ϶ÔÍÆÀíµÄÓ°Ï죬¿É½«¹ÊÕÏÀàÐ͹éÄÉΪÈýÀࣺ

Âý½ÚµãÒì³££º¹ÊÕϱ¬·¢ºóÍÆÀíʹÃü²»ÖÐÖ¹£¬µ«²¿·Ö½Úµã»ò½×¶ÎÐÔÄÜϽµ£¬µ¼ÖÂÕûÌåÍÆÀí±»ÍÏÂý£¬ÌåÏÖΪÂý½ÚµãЧӦ¡£

HangÒì³££º¹ÊÕϵ¼ÖÂÍÆÀí³¤Ê±¼ä¿¨¶ÙÓÚijһ½×¶Î£¬Ê¹ÃüÎÞ·¨¼ÌÐøÍÆ½ø£¬µ«ÕûÌåÍÆÀíÈÔδÖÐÖ¹¡£

Á´Â·¹ÊÕÏ£ºÁ´Â·ÖÐÖ¹Ö±½Óµ¼ÖÂÕû¸öÍÆÀíʵÀýÍ˳ö¡£

ÔÚÂý½ÚµãÒì³£ºÍ¶Ìʱ¼äHangÒì³£³¡¾°Ï£¬ËäÈ»ÍÆÀíʹÃüÈÔÔÚÔËÐУ¬µ«ÍÆÀíÐÔÄÜÏÔÖøÊÜËð£¬TTFT£¨Time To First Token£©ºÍTPOT£¨Time Per Output Token£©Ö¸±êÏÔ×Ŷñ»¯£¬ÍÌÍÂÁ¿¿ÉÄÜϽµ50%ÒÔÉÏ¡£Òò´Ë£¬Õë¶ÔÂý¹ÊÕϺÍHangÒì³£µÄʵʱ¼à¿Ø¡¢¿ìËÙ¶¨Î»ÓëÅŲ飬¹ØÓÚ°ü¹ÜÍÆÀíÐÔÄܾßÓÐÖ÷Òª¼ÛÖµ¡£

¶øÔÚ³¤Ê±¼äHangÒì³£»òÁ´Â·¹ÊÕϵ¼ÖÂÍÆÀíʵÀýÖ±½ÓÍ˳öµÄÇéÐÎÏ£¬ÓªÒµÓ°Ïì¸üΪÑÏÖØ¡£¹ØÓÚ´ó¹æÄ£ÊµÀý°²ÅÅÇéÐΣ¬¿Éͨ¹ýÇëÇó¿ìËÙÇл»ÖÁÆäËû¿µ½¡ÊµÀý£¬Ëä¿ÉÄÜÎþÉü²¿·ÖÓû§ÌåÑ飬µ«Äܰü¹ÜÓªÒµÒ»Á¬ÐÔ¡£Ïà½Ï֮ϣ¬ÉÙÁ¿ÊµÀý°²ÅÅ£¨Èçµ¥¸öDecodeʵÀý£©±¬·¢¹ÊÕÏʱ£¬ÍùÍùÖ±½Óµ¼ÖÂÓªÒµÖÐÖ¹£¬ÑÏÖØÓ°ÏìÎȹÌÐÔºÍÓû§ÌåÑé¡£Òò´ËС¹æÄ£³¡¾°Ï£¬¹ÊÕϵĶ¨Î»¡¢ÌÓÉúºÍ¹æ±Ü£¬Êǰü¹ÜÓªÒµ¿ÉÓÃÐÔµÄÒªº¦ÊֶΡ£

ËÄ¡¢¸ßÐÔ¼Û±ÈÍÆÀí×éÍøÑ¹Õ¥°ÙÍòtoken±¾Ç®

1.Ë«¿ÚÍø¿¨Ë«Æ½Ãæ×éÍø£º

97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

µ¥¹ìË«Æ½Ãæ×éÍø

»ùÓÚÉÏÊö¶ÔÍøÂçµÍʱÑӺ͸߿ɿ¿ÐÔµÄÐèÇ󣬽ÓÄÉÈçͼËùʾµÄµ¥¹ìË«Æ½Ãæ×éÍø¼Æ»®£¬Äܹ»×îºéÁ÷ƽ°ü¹ÜÐÔÄÜÓë¿É¿¿ÐÔ¡£Ïà±È¹Å°åCLOS¼Ü¹¹£¬¸Ã¼Æ»®ÔÚÐÔ¼ÛÀýÈçÃæ¸ü¾ßÓÅÊÆ¡£ÏêÏ¸ÌØµãÈçÏ£º

ÓÅÊÆ£º

ÍøÂç½á¹¹¾«Á·£ºÁ÷Á¿¼¯ÖÐÓÚLeaf½»Á÷»ú£¬½µµÍ¿ç½»Á÷»úÍ¨Ñ¶ÖØÆ¯ºó£¬ÏÔÖøïÔ̭ʱÑÓ¡£

±¾Ç®Ð§Òæ¸ß£ºÖ§³ÖÍ­À»¥Áª£¬ïÔÌ­½»Á÷»úÊýÄ¿£¬ÕûÌåÍøÂçͶÈë¸üµÍ¡£

ʱÑӵͣºÊý¾ÝÃæÁ´Â·×½öΪ2Ìø£¬×î´óÌøÊýΪ1Ìø£¬È·±£µÍʱÑÓ´«Êä¡£

Á÷¿ØÐèÇóµÍ£ºÎÞ¸ºÔØÆ½ºâÎÊÌ⣬Á÷Á¿×ß¼òµ¥Æð¾¶£¬¼ò»¯Á÷¿ØÉè¼Æ¡£

Ò×ÓÚÀ©Õ¹£ºÐÂÔö½ÚµãÎÞÐèÔöÌí¶þ²ãÍøÂ磬֧³Ö¼¯ÈººáÏòÀ©Õ¹¡£

BondÊÊÅäÐÔÇ¿£º½ÓÄÉbondË«Æ½Ãæ×éÍøÌáÉýÍøÂç¿É¿¿ÐÔ£¬ÇÒÓÉÓÚÎÞ¶þ²ã×éÍø£¬bond¼Æ»®²»»á´øÀ´ÌØÊâ½»Á÷»ú±¾Ç®¡£

ÁÓÊÆ£º

ÎÞаÐÔÊÜÏÞ£ºPrefill»òDecodeʵÀý²»¿É¿çLeaf°²ÅÅ£¬µ¥ÊµÀý×î´ó¹æÄ£ÊÜÏÞÓÚ256¿¨¡£

¼æÈÝÐÔȱ·¦£º×éÍøÕë¶ÔÍÆÀíÁ÷Á¿ÌØÕ÷ÓÅ»¯£¬ÄÑÒÔ¼æÈÝѵÁ·ÓëÍÆÀíÒ»Ì廯³¡¾°¡£

KV Cache´«ÊäÒÀÀµ´æ´¢Íø£ºÔÚ½ÓÄÉPDÊèÉ¢°²ÅÅʱ£¬ÈôÊDZ£´æ¿çLeafµÄPDʵÀý£¬Ôò±ØÐèÅ䱸´æ´¢ÍøÂçÒÔÖ§³ÖKV Cache´«Êä¡£

2.Shuffle¶àÆ½Ãæ×éÍø£º

97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

»ùÓÚË«Íø¿ÚÍø¿¨µÄË«Æ½Ãæ×éÍø¼Æ»®£¬µ¥Pod×î´ó¹æÄ£ÊÜÏÞÓÚ256¿¨£¬µ¼ÖÂÎÞаÐÔȱ·¦¡£ÎªÍ»ÆÆÕâһƿ¾±£¬ÔÚServerÓë½»Á÷»úÖ®¼äÒýÈëShuffle(¹â½»Ö¯ºÐ)£¬ÊµÏÖÎïÀí²ãÃæµÄ·Ö¹â¡£ÒÀÍÐ400GbpsÍø¿¨ºÍTH5оƬ½»Á÷»ú£¬×éÍø¼Æ»®Éý¼¶ÎªËÄÆ½Ã棬µ¥Pod×î´ó¹æÄ£À©Õ¹ÖÁ512¿¨£¬Öª×ã¾ø´ó´ó¶¼ÍÆÀí°²ÅÅÐèÇ󡣴˼ƻ®Ö§³Ö¸ü´ó¹æÄ£µÄEP²¢ÐкÍPDʵÀýÊýÄ¿ÔöÌí£¬ÇÒPDʵÀýÎÞÐè¿çPodµ÷Àí£¬´ó·ùÌáÉýPodÄÚ×éÍøÎÞаÐÔ£¬ÏÔÖø½µµÍ¶ÔKV Cache´æ´¢ÍøÂçµÄÒÀÀµ¡£

δÀ´£¬Ëæ×Å800GbpsÍø¿¨ºÍTH6оƬ½»Á÷»úµÄÓ¦Óã¬Shuffle¶à¹ì¼Æ»®¿ÉÍØÕ¹ÖÁ8¹ì¡£ÔÚ°ü¹Üµ¥GPUÏíÓÐ800Gbps´ø¿íµÄÌõ¼þÏ£¬µ¥Pod×î´ó¹æÄ£¿ÉÀ©Õ¹ÖÁ1024¿¨£¬Öª×㳬´ó¹æÄ£ÍÆÀí·þÎñÐèÇ󡣸üƻ®ÔÚÎÞ¶þ²ã×éÍø¼Ü¹¹Ï£¬ÒÀÈ»ÌṩºÜ¸ßµÄPDÊèÉ¢°²ÅÅÎÞаÐÔ£¬PDʵÀýÎÞÐè¿çPodµ÷Àí£¬Ò²ÎÞÐèKV Cache´«ÊäרÓÃÍøÂ磬ʵÏÖÁË׿ԽµÄÐÔ¼Û±ÈÓëÐÔÄÜ¡£

×ܽá

DeepSeek MoEÄ£×ÓµÄÂþÑÜÊ½ÍÆÀí°²ÅÅ´øÀ´ÁËÍÆÀíÍøÂç¼Ü¹¹ºÍÐÔÄܰü¹ÜµÄÈ«ÐÂÌôÕ½¡£ÍÆÀí½×¶ÎµÄͨѶģʽºÍÁ÷Á¿ÌØÕ÷Óë¹Å°åѵÁ·±£´æÏÔÖø²î±ð£¬ÓÈÆäÊÇDecode½×¶Î¶ÔÍøÂçʱÑÓÃô¸Ð£¬ÒªÇóÍøÂç¾ß±¸µÍʱÑӺ͸ßÍÌÍÂÄÜÁ¦¡£¶ËÍøÐ­Í¬µÄ¸ºÔØÆ½ºâËã·¨ºÍÓµÈû¿ØÖÆÊÖÒÕÊǰü¹ÜÍøÂçÐÔÄܵÄÒªº¦¡£Óë´Ëͬʱ£¬ÍÆÀíÓªÒµ¸ß¿ÉÓÃÐÔÒªÇóÍêÉÆµÄ¹ÊÕÏ¼à¿Ø¡¢¿ìËÙ¶¨Î»ºÍ¹ÊÕÏÌÓÉúÕ½ÂÔ¡£Õë¶ÔÕâЩÐèÇó£¬Éè¼Æ¾«Á·¸ßЧÇҾ߱¸¸ß¿É¿¿ÐԵĵ¥¹ìË«Æ½Ãæ×éÍø¼Æ»®£¬Äܹ»ÔÚ°ü¹ÜÐÔÄܵÄͬʱ½µµÍ±¾Ç®¡£Î´À´£¬Ëæ×ÅDeepSeek¼°ÀàËÆ´ó¹æÄ£MoEÄ£×ӵįձ鰲ÅÅ£¬ÍÆÀíÍøÂçµÄÓÅ»¯ºÍÁ¢Ò콫³ÉΪ½¹µã¾ºÕùÁ¦¡£

Ïà¹Ø±êÇ©£º

97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾ 97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

µãÔÞ

¸ü¶àÊÖÒÕ²©ÎÄ

ÈκÎÐèÒª£¬ÇëÁªÏµ97¹ú¼Ê

97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾ 97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾
97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾

·µ»Ø¶¥²¿

ÊÕÆð
97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾
ÎĵµÆÀ¼Û
¸Ã×ÊÁÏÊÇ·ñ½â¾öÁËÄúµÄÎÊÌ⣿
Äú¶ÔÄ¿½ñÒ³ÃæµÄÖª×ã¶ÈÔõÑù£¿
²»Õ¦µÎ
ºÜÊǺÃ
ÄúÖª×ãµÄÔµ¹ÊÔ­ÓÉÊÇ£¨¶àÑ¡£©£¿
Äú²»Öª×ãµÄÔµ¹ÊÔ­ÓÉÊÇ£¨¶àÑ¡£©£¿
ÄúÊÇ·ñÉÐÓÐÆäËûÎÊÌâ»ò½¨Ò飿
ΪÁË¿ìËÙ½â¾ö²¢»Ø¸´ÄúµÄÎÊÌ⣬Äú¿ÉÒÔÁôÏÂÁªÏµ·½·¨
ÓÊÏä
ÊÖ»úºÅ
ллÄúµÄ·´À¡£¡
97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾
97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾
97¹ú¼Ê¡¤(ÖйúÇø)¼¯ÍŹٷ½ÍøÕ¾
ÇëÑ¡Ôñ·þÎñÏîÄ¿
¹Ø±Õ×Éѯҳ
ÊÛǰ×Éѯ ÊÛǰ×Éѯ
ÊÛǰ×Éѯ
ÊÛºó·þÎñ ÊÛºó·þÎñ
ÊÛºó·þÎñ
Òâ¼û·´Ïì Òâ¼û·´Ïì
Òâ¼û·´Ïì
¸ü¶àÁªÏµ·½·¨
ÍøÕ¾µØÍ¼