GA»Æ½ð¼×

´Ó³ß¶Èµ½Â䵨£ºÍòÕ×Ô°Çø £¬Ñ¡ÒÔÌ«²Ê¹â Ø­ ¡¶ÍòÕ×Ô°ÇøÒÔÌ«²Ê¹â×êÑл㱨¡·¼¼Êõ×êÑлá
date
Ô¤Ô¼Ö±²¥
AIʱÆÚ £¬Ò½ÁÆÍøÂçÔõô½¨ Ø­ GA»Æ½ð¼×Ò½ÁƼ«¼òÒÔÌ«²Ê¹âË«³¬ÈÚºÏÍøÂç½â¾ö¹æ»®°ä²¼
date
Ô¤Ô¼Ö±²¥
GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾
²úÆ·
< ·µ»ØÖ÷²Ëµ¥
²úÆ·ÖÐÐÄ
²úÆ·
½â¾ö¹æ»®
< ·µ»ØÖ÷²Ëµ¥
½â¾ö¹æ»®ÖÐÐÄ
ÐÐÒµ
ºÏ×÷ͬ°é
·µ»ØÖ÷²Ëµ¥
Ñ¡ÔñÇøÓò/˵»°
GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

Äú¶©ÔĵIJúÆ·ÓиüР£¬Çëʵʱ²éÔÄ

²é¿´ÏêÇé
GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾ GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

¼¼ÊõÊ¢Ñç | ¶Ë²àÁ´Â·¹ÊÕÏÌÓÉú¼¼Êõ £¬ÆÆ½âÍòÒÚ¼¶´óÄ£ÐÍѵÁ·ÖжÏÄÑÌâ

Õë¶ÔÍòÒÚ¼¶´óÄ£ÐÍÉ¢²¼Ê½ÑµÁ·ÖеĶ˲àÁ´Â·¹ÊÕϵ¼ÖµÄѵÁ·ÖжÏÓëËãÁ¦ËðʧÄÑÌâ £¬GA»Æ½ð¼×ÍøÂçÍÆ³ö»ùÓÚNCCLµÄ¶Ë²àÁ´Â·¹ÊÕÏÌÓÉú¹æ»®¡£¸Ã¹æ»®Ñ¡È¡±¸·ÝÁ´Â·Óë·ÇÇÖÈëʽÉè¼Æ £¬ÊµÏÖºÁÃë¼¶¹ÊÕϼø±ðÓëÃë¼¶Çл» £¬±£ÏÕѵÁ·Â½Ðø²»ÖжÏ £¬ÓÐЧ½µµÍAIѵÁ·¼¯ÈºµÄÓ²¼þ¹ÊÕϳɱ¾ÓëËãÁ¦ÀË·Ñ¡£

  • GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

    °ä²¼¹¦·ò£º2025-09-03

  • GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

    µã»÷Á¿£º

  • GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

    µãÔÞ£º

·ÖÏíÖÁ

GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾
GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾
GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

ÎÒÏëÆÀÂÛ

GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

²¼¾°

½üÄêÀ´ £¬Ëæ×ÅÈËΪÖÇÄܼ¼ÊõµÄѸÃÍ·¢Õ¹ £¬»úе½ø½¨Ä£Ð͵ĹæÄ£³öÏÖ³ö·¢×÷ʽÔö³¤Ì¬ÊÆ¡£ÓÈÆäÔÚÉî¶È½ø½¨ÁìÓò £¬Ä£Ð͹æÄ£µÄÏÔÖøÌá¸ß³ÉÎªÍÆ¶¯Öî¶à¼¼ÊõÍ»ÆÆÓë»úÄÜÌáÉýµÄ¹Ø¼üÉí·Ö¡£µ±Ä£ÐͲÎÊýÊýÁ¿´ïµ½ÍòÒÚ¼¶±ðʱ £¬ÊÜÏÞÓÚµ¥Ì¨É豸µÄÎïÀí×ÊÔ´¶øÎÞ·¨ÊµÏÖµ¥»úѵÁ·¡£Îª´Ë £¬É¢²¼Ê½ÑµÁ·¼¼ÊõÓ¦Ô˶øÉú £¬²¢Ñ¸¿ì³ÉΪѵÁ·³¬´ó¹æÄ£Ä£Ð͵ÄÖ÷Ì⼿Á©¡£É¢²¼Ê½ÑµÁ·¿ÉÄÜÏÔÖøÌá¸ßѵÁ·Ð§ÄÜ £¬Í»ÆÆµ¥»úÄÚ´æºÍÍÆËãÄÜÁ¦µÄÆ¿¾±¡£ÈÚºÏÄ£ÐͲ¢ÐÐÓëÊý¾Ý²¢Ðеȼ¼ÊõµÄÉ¢²¼Ê½»ì¹é²¢ÐÐѵÁ·Õ½Êõ³ÉΪѵÁ·³¬´ó¹æÄ£´ó˵»°Ä£Ð͵ÄÖØÒª¼¼Êõõè¾¶ £¬¸Ã²½Öè²»½öÄÜÓÐЧÀûÓôó¹æÄ£Ó²¼þ×ÊÔ´ £¬»¹ÄÜÔÚÈ·±£ÑµÁ·²»±äÐÔºÍÄ£ÐÍ»úÄܵÄǰÌáÏ £¬ÊµÏÖ´ó˵»°Ä£Ð͵ĸßЧѵÁ·Ó벿Êð¡£

Ò»¡¢ÍøÂç¹ÊÕÏ

É¢²¼Ê½ÑµÁ·ÊÇÖ¸ÔÚ¶à¸öÍÆËã½ÚµãÉÏЭͬ×÷Òµ £¬¹²Í¬ÊµÏÖ»úе½ø½¨Ä£Ð͵ÄѵÁ·¹ý³Ì¡£Í¨¹ý½«ÑµÁ·¹¤×÷²ð·ÖÖÁ¶à¸öÉ豸Éϲ¢ÐÐÖ´ÐÐ £¬²»½öÄܺÏÀí·ÖÅäÍÆËãºÍ´æ´¢×ÊÔ´ £¬Ò²ÄÜÏÔÖøÌáÉýѵÁ·¿ìÂÊ £¬²¢ÇÒ¿ÉÄÜ´¦Öøü´ó¹æÄ£µÄÊý¾ÝºÍÄ£ÐÍ¡£

È»¶ø £¬ÑµÁ·¹ý³ÌÖгöÏÖ¹ÊÕϵĿÉÄÜÐÔ»áËæ×ÅѵÁ·¹æÄ£ºÍ³ÖÐø¹¦·òµÄÔö³¤¶øÉý¸ß¡£Ò»µ©²úÉú¹ÊÕÏ £¬½«Ê¹ËùÓвμӵÄÉ豸´¦ÓÚÏÐÖÃ״̬ £¬Ö±ÖÁ¹ÊÕÏÉ豸¸´Ô­Õý³£ £¬µ¼Ö´óÁ¿ËãÁ¦ÎÞ·¨µÃµ½³ä·ÖÀûÓá£À´×ÔMeta¡¢HuggingFaceºÍLAIONµÄÍŶӾù»ã±¨ÁËÔÚѵÁ·´óÐÍÄ£ÐÍʱÒòʧ°Üµ¼ÖÂÀûÓÃÂÊÑϳÁ½µÂäµÄÇé¿ö¡£

ƾ¾ÝMetaÍŶÓѵÁ·Llama3.1µÄ»ã±¨ £¬ÔÚѵÁ·ÆÚ¼ä¾ùÔÈÿÈý¸öÓ±¾Ç®Í»á²úÉúÒ»´Î¹ÊÕÏ £¬ÆäÖÐÔ¼8.4%µÄ¹ÊÕÏÊÇÓÉÍøÂçÉ豸¹ÊÕϵ¼ÖµÄ¡£·ÖÆçÓÚÆäËûÓÉÈí¼þÒý·¢µÄ¹ÊÕÏ £¬ÍøÂçÉ豸¹ÊÕÏ´ó¶àΪӲ¼þ¹ÊÕÏ £¬ÀýÈçÍøÂçÏßÀ»òÊÇÍø¿¨¹âÄ  £¿éµÅײ¼þÉ豸³öÏÖ¹ÊÕÏ¡£Ïà½ÏÓÚÈí¼þ¹ÊÕÏ £¬Ó²¼þ¹ÊÕϵĴ¦ÖÃÄѶȴ󡢸´Ô­¹¦·ò³¤ £¬¿ÉÄÜÔì³É¸ü´óµÄËãÁ¦Ëðʧ¡£

GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

»¥»»»úÉ豸¼äÁ´Â·¹ÊÕÏĿǰÒÑ¿ÉÄÜʵÏÖºÁÃë¼¶´¦ÖÃÓëÊÕÁ² £¬µ«¶Ë²àÍøÂçÉ豸¹ÊÕÏĿǰÉÐÎÞ½ÏΪ¸ßЧµÄ´¦Öù滮¡£¶Ë²àÉ豸¹ÊÕÏÖØÒªÔ̺¬·þÎñÆ÷Íø¿¨¹ÊÕÏ¡¢·þÎñÆ÷Ó뻥»»»úµÄÏνÓÏßÀ°ܻµÒÔ¼°ÏßÀ¹âÄ  £¿é¹ÊÕϵÈ¡£Ëæ×ÅÍÆË㼯Ⱥ¹æÄ£³ÖÐøÀ©´ó £¬¶Ë²àÍøÂçÉ豸¹ÊÕÏÒѳÉΪؽ´ý½â¾öµÄÎÊÌâ¡£

¶þ¡¢¹ÊÕÏ´¦ÖÃ

Ŀǰ £¬³ýÈí¼þ¹ÊÕϱí £¬Ó²¼þ¹ÊÕϵĴ¦ÖÃÕ½Êõͨ³£²»·Ö±æ¾ßÌåµÄ¹ÊÕÏÀàÐÍ £¬²úÉúÓ²¼þ¹ÊÕÏʱ £¬Í¨³£Ñ¡È¡Ò»ÑùµÄ¹æ»®½øÐд¦Öá£

²é³­µã£¨Checkpoint£©ÊÇÒ»ÖÖ³£¼ûµÄÓÆ¾Ã»¯»úÔì £¬ÓÃÓÚ±£ÁôѵÁ·½ø¶È¡£ÔÚ¹ÊÕϲúÉúºó £¬ÏµÍ³»áµ±¼´¶Ô¹ÊÕÏÉ豸½øÐн¨¸´ £¬»òÕß½«¹ÊÕÏÉ豸´Ó¼¯ÈºÖÐÌÞ³ý £¬¶øºó´Ó×î½üµÄ²é³­µã¼ÓÔØÄ£ÐͲ¢³ÖÐøÑµÁ·¡£Ä¿Ç° £¬ºÜ¶àÓÅ»¯Õ½ÊõÝÓÈÆ²é³­µã»úÔì·¢Õ¹£º

1.EasyCkpt ѡȡÒì²½»¯¡¢µµ´Î»¯µÄ±£Áô·½Ê½ £¬½áºÏ³ÁµþÄ£ÐÍ¿½±´ÓëÍÆËã¡¢ÍøÂç¸ÐÖªµÄÒì²½´æ´¢Õ½Êõ £¬ÊµÏÖÁ˽üºõÁ㿪ÏúµÄÄ£Ðͱ£Áô»úÔì £¬²¢±£ÕÏÁË´óÄ£ÐÍѵÁ·¹ý³ÌÖÐÄ£Ðͱ£ÁôÓ븴ԭµÄ¾«¶ÈÎÞËð¡£

2.Gemini ¿ÉÄܽ« Checkpoint ±£ÁôÔÚÓµÓиü´ó¾ÛºÏ´ø¿íµÄ CPU ÄÚ´æÖÐ £¬²¢Í¨¹ýһϵÁй滮ʵÏÖÁË´óÐÍÄ£ÐÍѵÁ·µÄ¼±¾ç¹ÊÕϸ´Ô­¡£

Ö»¹ÜÈç´Ë £¬ÈÔÎÞ·¨ÆëȫԤ·ÀÒò¹ÊÕ϶¨Î»ºÍÄ£ÐÍѵÁ·³ÁÆôËù´øÀ´µÄËãÁ¦Ëðʧ¡£

ÈßÓàÍÆË㣨Redundant computation£©Äܹ»Ô¤·À³ÁÐÂÅäÖúͳÁÐÂÆô¶¯µÄ¿ªÏú £¬ÔÚ½øÐÐÄ£ÐÍѵÁ·Ê±Ê¹ÓÃ·ÖÆçµÄ½Úµã½øÐÐÈßÓàÍÆËã¡£µ±Ä³¸ö½Úµã²úÉú¹ÊÕÏʱ £¬ÆäËû½Úµã¿ÉÄܰü°ì¹ÊÕÏ½Úµã½øÐÐÍÆËã £¬µ«ÊÇÕâÑùÒýÈëÁ˹̶¨µÄÄڴ濪ÏúºÍÍÆË㿪Ïú £¬½øÒ»²½Ôö³¤ÁËѵÁ·³É±¾¡£

Èý¡¢GA»Æ½ð¼×ÍøÂçµÄ¶Ë²àÁ´Â·¹ÊÕÏÌÓÉú

GA»Æ½ð¼×ÍøÂçµÄ¶Ë²àÁ´Â·¹ÊÕÏÌÓÉúÊÇÒ»ÖÖ»ùÓÚNCCL£¨NVIDIA Collective Communications Library£©ÊµÏֵĶ˲àÁ´Â·¹ÊÕϼ±¾ç¶ã±Ü¹æ»® £¬¿ÉÄÜÔÚÉϲãѵÁ·¿ò¼ÜÎÞ¸ÐÖªµÄÇé¿öÏ £¬×Ô¶¯¶Ô¶Ë²àÁ´Â·¹ÊÕϽøÐмø±ð²¢´¦Öà £¬ÔÚÄ£ÐÍѵÁ·¹ý³ÌÖвúÉú¶Ë²àÁ´Â·¹ÊÕÏʱ¿ÉÄÜά³ÖѵÁ·²»ÖжÏ £¬ÔÚ¹ÊÕÏÉ豸ʵÏÖ½¨¸´ºóѵÁ·»úÄÜ×Ô¶¯¸´Ô­¡£

¶Ë²à¹ÊÕÏÌÓÉú¹æ»®Í¨¹ýÔÚNCCL²ÎÓë¹ÊÕϼø±ðÒÔ¼°¹ÊÕ϶ã±Ü»úÔì £¬²¢ÔÚ´´½¨Êý¾ÝÁ´Â·Ê±Í¬²½´´½¨±¸·ÝÁ´Â·À´´¦ÖÃÓÉÓÚÓ²¼þ¹ÊÕϵ¼Öµ¥ÌõÁ´Â·ÎÞ·¨Í¨Ñ¶µÄÎÊÌâ¡£

GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

±¸·ÝÁ´Â·ÔÚÖ÷Á´Â·×´Ì¬Õý³£Ê±²»»á½øÐÐÊý¾Ý´«Êä £¬¶Ô´«ÊäЧÄܲ»²úÉúÈκÎÓ°Ïì¡£¶øÔÚ³öÏֶ˲àÁ´Â·¹ÊÕÏÖ®ºó £¬Í¨¹ýһϵÁÐÇл»»úÔ콫ԭÁ´Â·ÉϵÄͨѶ¹¤×÷×ªÒÆµ½±¸·ÝÁ´Â·½øÐд«Êä¡£

GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

GA»Æ½ð¼×ÍøÂçµÄ¶Ë²àÁ´Â·¹ÊÕÏÌÓÉú¹æ»®ÓµÓÐÒÔÏÂÖØÒª¸öÐÔ£º

1.·ÇÇÖÈëʽ

¸Ã¹æ»®²»ÊÜÌØ¶¨ÑµÁ·¿ò¼ÜµÄÏÞ¶È £¬Ò²ÎÞÐè¶ÔÉϲã¿ò¼Ü½øÐÐÅú¸Ä¡£¹ÊÕϲúÉúºó £¬ÓÉNCCL×ÔÐд¦Öà £¬Éϲã¿ò¼ÜÎÞ¸ÐÖª¡£

2.¼±¾çÇÒ¿¿µÃס

¿ÉÄܶԶ˲àÁ´Â·¹ÊÕϽøÐкÁÃë¼¶µÄ¼ø±ðÓ붨λ £¬²¢¶Ô¹ÊÕÏÁ´Â·ÉϵÄͨѶ¹¤×÷½øÐм±¾çǨáã £¬¿ÉʵÏÖÃë¼¶ÊÕÁ² £¬²¢Äܱ£ÏÕͨѶ¹¤×÷²»ÖжÏ¡£

3.¿É¸´Ô­ÐÔ

ʵʱ¼à²âÉ豸״̬ £¬Èô¹ÊÕÏÉ豸״̬¸´Ô­Õý³£ £¬¿ÉÄÜÔÚ¸´Ô­µÄÉ豸ÉϳÁ½¨Í¨Ñ¶Á´Â· £¬²¢½«Æä³ÁÐÂÄÉÈëͨѶÉ豸¼¯Èº¡£

GA»Æ½ð¼×ÍøÂçµÄ¶Ë²àÁ´Â·¹ÊÕÏÌÓÉú¹æ»®ÓµÓÐÒÔϼ¸µã¹Ø¼üÊÕÒæ£º

1.ÌáÉýϵͳ¿¿µÃסÐÔ

ʹÓö˲à¹ÊÕÏÌÓÉú¹æ»®¿ÉÄÜÓÐЧԤ·ÀÒò¶Ë²àÍø¿¨¹âĤÏßÀµÈÉ豸²úÉú¹ÊÕ϶øÒýÆðµÄѵÁ·ÒµÎñÖжÏ £¬ÊµÏÖ¶ÏÁ´²»ÐÝѵ £¬Í¨Ñ¶µÄ¿¿µÃסÐÔÌáÉý10±¶¡£

2.½µµÍѵÁ·³É±¾

¿ÉÄÜÓÐЧԤ·ÀѵÁ·¼¯ÈºÒò¶Ë²àÁ´Â·¹ÊÕ϶øµ¼ÖµÄËãÁ¦×ÊÔ´ÀË·Ñ £¬Í¬Ê±»ùÓÚ×Ô¶¯¹ÊÕϸ´Ô­´¦ÖûúÔìÈ·±£ÍøÂçÉ豸ʵÏÖ×î´óÀûÓÃÂÊ £¬´Ó¶øÏÔÖø½µµÍѵÁ·³É±¾¡£ ƾ¾ÝMeta°ä²¼µÄѵÁ·ÈÕÖ¾£¨Llama 3.1 £¬405BÄ£ÐÍ£© £¬ÔÚΪÆÚ54ÌìµÄԤѵÁ·½×¶Î £¬¹²³öÏÖ419´ÎÒâ±íÖжÏÇé¿ö £¬ÆäÖÐÔ¼8.4%ÊÇÓÉÍøÂç¹ÊÕÏËùÖ¡£H100µÄËãÁ¦½¨ÉèÓöÈԼΪ10Ôª/¿¨/Ó×ʱ £¬Èôÿ´ÎÖжϸ´Ô­ÐèºÄʱ1Ó×ʱ £¬ÄÇôÍò¿¨¼¯ÈºÃ¿´ÎѵÁ·ÒòÍøÂç¹ÊÕÏÔì³ÉµÄËãÁ¦ËðʧԼΪ350ÍòÔª¡£Í¨¹ý¶Ë²àÁ´Â·¹ÊÕÏÌÓ³¯ÆøÔì £¬Ã¿Äê¿ÉÍì»ØÉÏǧÍòÔªµÄËðʧ¡£

×ܽá

´óÄ£ÐÍÉ¢²¼Ê½ÑµÁ·¹ý³ÌÖеĶ˲àÍøÂç¹ÊÕÏ £¬ÕâÊÇÓ°ÏìÄ£ÐÍѵÁ·µÄ³Á´ó¹ÊÕÏ¡£¹¹½¨¾«×¼ÇÒ¸ßЧµÄ¹ÊÕÏ´¦ÖûúÔì £¬ÊǸ÷´óÐÍÄ£ÐÍѵÁ·ÍŶӵijÖÐø×êÓª £¬Ò²ÊDZ£ÏÕ´óÄ£ÐÍѵÁ·µÄ³ÁÒª»·½Ú¡£

ͨ¹ýÔÚͨѶ¿âÖÐÔö³¤¹ÊÕÏ´¦ÖÃÄ  £¿é £¬¿ÉÄÜ´ó·ù¶ÈÏ÷¼õ¶Ë²àÁ´Â·¹ÊÕϵ¼ÖµÄËãÁ¦Ëðʧ¡£Ëæ×Ź滮µÄ³ÖÐøµü´úÓëÃÀÂú £¬ÎÒÃǼáÐŶ˲à¹ÊÕÏÌÓÉú¹æ»®¿ÉÄÜÔÚ´ó¹æÄ£¼¯ÈºÑµÁ·¹ÊÕÏ´¦ÖÃÖвûÑï¸üΪ³ÁÒªµÄ×÷Óà £¬Îª¿Í»§´´Ôì¸ü´óµÄ¼ÛÖµ¡£GA»Æ½ð¼×ÍøÂç £¬ÖÂÁ¦×ö×î¶®¶Ë²àµÄÍøÂ繩¸øÉÌ£¡

ÓйرêÇ©£º

GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾ GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

µãÔÞ

¸ü¶à¼¼Êõ²©ÎÄ

ÈκαØÒª £¬ÇëÁªÏµGA»Æ½ð¼×

GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾

·µ»Ø¶¥²¿

ÊÕÆð
GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾ ÎĵµAI¸±ÊÖ
GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾ ÎĵµÆÀ¼Û
ev-close ev-close-m
¸Ã×ÊÁÏÊÇ·ñ½â¾öÁËÄúµÄÎÊÌâ  £¿
ev-close ev-close-m
Äú¶Ôµ±Ç°Ò³ÃæµÄÖÐÒâ¶ÈÈôºÎ  £¿
²»Õ¦µÎ
¼«¶ÈºÃ
dark-star dark-star dark-star dark-star dark-star
ev-close ev-close-m
ÄúÖÐÒâµÄÔ­ÒòÊÇ£¨¶àÑ¡£©  £¿
Äú¶ÔÎĵµÊÇ·ñ»¹ÓÐÆäËüµÄÎÊÌâ»ò½¨Òé  £¿
Ϊ¾¡¿ì½â¾öÎÊÌâ £¬ÇëÄúÁôÏÂÁªÏµ·½Ê½Òﱋȯ¸´
ÓÊÏä
ÊÖ»úºÅ
ev-bg
¸Ð¼¤ÄúµÄ·´À¡£¡
GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾
GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾
GA»Æ½ð¼×¡¤(Öйú¼¯ÍÅ)¹Ù·½ÍøÕ¾
ÇëÑ¡Ôñ·þÎñÏîÄ¿
¹Ø¹ØÕ÷ѯҳ
ÊÛǰÕ÷ѯ ÊÛǰÕ÷ѯ
ÊÛǰÕ÷ѯ
ÊÛºó·þÎñ ÊÛºó·þÎñ
ÊÛºó·þÎñ
¶¨¼û·´À¡ ¶¨¼û·´À¡
¶¨¼û·´À¡
¸ü¶àÁªÏµ·½Ê½
¡¾ÍøÕ¾µØÍ¼¡¿