TensorRT iyo Matoorada Inference
TensorRT waa maktabadda NVIDIA oo ururisa shabakadaha neerfaha ee tababbaran ee matoorada aadka loo hagaajiyay ee si degdeg ah ugu shaqeeya NVIDIA GPUs.
Dulmar
It matters because the same model can run 2-6x quicker and cheaper at inference time without changing what it predicts.
quusid qoto dheer
Matoorka fikradda wuxuu qaataa moodal tababaran oo dib u qoraa fulinta ugu dhakhsaha badan ee suurtogalka ah ee qalabka bartilmaameedka ah. TensorRT waxay tan u qabataa NVIDIA GPUs iyada oo loo marayo dhowr tillaabo. Waxay qabataa isku-dhafka lakabka, isku-darka hawlgallada sida isku-dhafka, eexda-ku-darka, iyo ReLU-ga hal-abuurka GPU-da si loo gooyo taraafikada xusuusta. Waxay khusaysaa sixitaan sax ah, oo ka soo dhacaysa FP32 ilaa FP16 ama INT8 (iyo FP8 on Hopper) iyadoo la ilaalinayo saxnaanta. Waxay waddaa kernel auto-tuing, iyada oo cabbiraysa hirgelinta badan oo lakab kasta GPU-gaaga saxda ah oo dooranaya sida ugu dhakhsaha badan. Natiijadu waa faylka 'matoorka' taxane ah oo lagu hagaajiyay hal dhisme GPU ah. TensorRT-LLM waxay tan ku fidisaa KV-cache, duubista duulimaadka, iyo isbarbardhigga tensor ee moodooyinka luqadaha waaweyn.
Aragtida Farsamada
Xawaaraha ugu weyni wuxuu ka yimaadaa laba khiyaamo. Fiyuuska Kernel wuxuu baabi'iyaa safarro wareeg ah si loo yareeyo xusuusta caalamiga ah ee GPU iyadoo la ilaalinayo natiijooyinka dhexe ee diiwaannada degdega ah iyo xusuusta la wadaago. Tirakoobka INT8 waxa uu ka kooban yahay afar qiyam halka FP32 uu fadhiisto, afar laabaya soo saarista xisaabeed ee kombuyuutarrada tensor-ka, laakiin waxa ay u baahan tahay xog kaydin si loo xisaabiyo qodobbada miisaanaynta tensor-kaba si tirada tirada la dhimay aanay u burburin saxnaanta. Matoorku waa qalab gaar ah sababtoo ah toosintu waxay ku dubtaa kernels-ka ugu fiican ee GPU-da saxda ah iyo qaabka xusuusta.
Saamaynta Istiraatijiyadeed
Qiimaha iyo miisaaniyada
Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha.
Go'aamo cad
Waxbarashada farsamada waxay ka caawisaa kooxaha inay doortaan xidhmo sax ah, ma aha oo kaliya kan ugu cusub.
Xakamaynta tayada
Doorashooyinka injineernimada ee wanaagsan waxay yareeyaan shilalka la isku halleyn karo ee wax soo saarka.
Mustaqbalka TensorRT iyo Matoorada Inference
Matoorada inference waxay u socdaan dhanka saxda ah ee hoose (FP8, FP4, iyo qorshayaasha isku dhafan) iyo sifooyin gaar ah oo LLM ah sida naqshadaynta mala-awaalka ah iyo bogag-cache-ga KV-cache oo caqli badan. TensorRT-LLM iyo tartamayaasha sida vLLM waxay ku kulmayaan horu-buuxinta/codeynta la kala saaray iyo dufcad joogto ah. Filo isku xidhka isku xidhka adag (Torch-TensorRT, ONNX), xisaabin toos ah oo leh habayn yar oo gacanta ah, iyo taageero balaadhan oo khubarada isku dhafka ah ee habaynta iyadoo u adeegaysa moodooyinka waaweyn si raqiis ah u noqda dagaalka qiimaha dhexe.
Dhaqangelinta Adduunka-dhabta ah
U beddelashada moodalka ogaanshaha shayga YOLO ee matoorka TensorRT INT8 si uu wakhtiga dhabta ah ugu shaqeeyo NVIDIA Jetson ee robot ama kamarad caqli badan
U adeegida nooc Llama ama Mistral ah oo leh TensorRT-LLM iyadoo la adeegsanayo dufcad duullimaad gudaheed si loo kordhiyo calaamadaha-la-ilbiriqsi ee H100 GPUs ee gadaal chatbot
Hagaajinta qaabka aqoonsiga hadalka oo leh FP16 sax ah si loo gooyo daahitaanka qoraal-qorista ee adeegga qoraal-bixinta tooska ah
Isku-dubarid shabakad-talo-bixineed matoorka TensorRT isku-dhafan si uu u maareeyo malaayiin codsiyo ilbiriqsi kasta oo ah kharash ka hooseeya GPU
Khatarta & Dariiqyada Ilaalada
Hagaajinta hal bartilmaameed waxay qarin kartaa daciifnimada nidaamka ballaaran.
Kaabayaasha dhaqaalaha iyo dayactirka inta badan waa la dhayalsadaa.
Nabadgelyada iyo daldaloolada u fiirsashada ayaa kori kara marka nidaamyadu noqdaan kuwo aad u adag.
Qorshe Hawleedka Dhaqangelinta
Qeex daahida, tayada, iyo bartilmaameedyada qiimaha ka hor inta aan la hirgelin.
Benchmark marka la eego culeyska dhabta ah iyo xaaladaha xogta.
La socodka qalabka khaladaadka, leexashada, iyo saamaynta isticmaalaha.
U diyaari dib-u-noqoshada iyo dariiqyada jawaab-celinta dhacdada ka hor inta aanad miisaan.
Sii wad Sahaminta
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Kordhinta Aragtida AI
Su'aalaha soo noqnoqda
What is TensorRT and Inference Engines?
TensorRT waa maktabadda NVIDIA oo ururisa shabakadaha neerfaha ee tababbaran ee matoorada aadka loo hagaajiyay ee si degdeg ah ugu shaqeeya NVIDIA GPUs. Waa arrin sababtoo ah isla moodalku wuxuu u ordi karaa 2-6x degdeg ah oo ka jaban wakhtiga qiyaasta iyada oo aan la beddelin waxa uu saadaaliyay.
Waa maxay ujeedada koowaad ee matoorka fikradda sida TensorRT?
Matoorada soo-jeedinta waxay qaataan nooc horay loo tababaray oo dib ugu qoraa xawaaraha ugu sarreeya ee qalabka gaarka ah; ma tababaraan moodooyinka.
Sidee isku-dhafka lakabka u dedejiyaa fikradda?
Fusion wuxuu isku daraa hawlgallada sida conv, eexda, iyo firfircoonida hal kernel si natiijooyinka dhexdhexaadka ah ay ugu sii jiraan xusuusta degdega ah halkii dib loogu qori lahaa si ay u gaabiyaan xusuusta caalamiga ah.
Waa maxay sababta tirada INT8 ay caadi ahaan ugu baahan tahay kayd xogta?
Qalabaynta waxay ku socodsiisaa xogta wakiillada iyada oo loo marayo moodeelka si loo go'aamiyo qodobbada cabbirka-tensor-kaba, markaa xadka INT8 ee xaddidan wuxuu ilaaliyaa qaybinta qiimaha muhiimka ah.
Waa maxay sababta matoorka TensorRT ee la soo ururiyey uu guud ahaan gaar ugu yahay hal dhisme oo GPU ah?
Si toos ah u habeynta kernels-ka bartilmaameedka GPU oo doorta kuwa ugu wanaagsan, taasoo ka dhigaysa matoorka ku xiran sifooyinka dhismahaas.
Waa kuwee sifada TensorRT-LLM oo si gaar ah u caawisa in si hufan loogu adeego moodooyinka luqadaha waaweyn?
TensorRT-LLM waxay ku darsataa hagaajinta gaarka ah ee LLM sida Duulimaadka Duullimaadyada iyo KV-cache oo bogag leh si loo kordhiyo wax-soo-saarka culeyska shaqada ee jiilka qoraalka.