Incamake
TensorRT nububiko bwibitabo bwa NVIDIA bukusanya imiyoboro yimyitozo yatojwe mumoteri nziza cyane ikora vuba cyane kuri NVIDIA GPUs. Nibyingenzi kuko moderi imwe irashobora gukora 2-6x byihuse kandi bihendutse mugihe cyimyanzuro idahinduye ibyo iteganya.
Moteri ya TensorRT na Inference ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Moteri yumwanzuro ifata moderi yatojwe ikongera ikayandika kugirango ikorwe byihuse kubikoresho bigenewe. TensorRT ibikora kuri NVIDIA GPUs binyuze munzira nyinshi. Ikora layer fusion, guhuza ibikorwa nka convolution, kubogama-kongeramo, na ReLU mumurongo umwe wa GPU kugirango ugabanye traffic traffic. Ikoresha kalibrasi yuzuye, ikamanuka kuri FP32 ikagera kuri FP16 cyangwa INT8 (na FP8 kuri Hopper) mugihe ubitse neza. Ikoresha kernel auto-tuning, igereranya ibikorwa byinshi bya buri cyiciro kuri GPU yawe neza kandi igatora byihuse. Igisubizo ni dosiye ikurikirana 'moteri' ihujwe nuburyo bumwe bwa GPU. TensorRT-LLM yagura ibi hamwe na paje ya KV-cache, mu ndege, hamwe na tensor parallelism kuri moderi nini y'ururimi.
Ubushishozi
Umuvuduko munini uturuka mumayeri abiri. Kernel fusion ikuraho ingendo-shuri kugirango igabanye GPU yibuke kwisi yose mugukomeza ibisubizo hagati mubitabo byihuse hamwe nibisangiwe. Quantisation kuri INT8 ipakira indangagaciro enye aho FP32 imwe yicaye, inshuro enye zinjiza arithmetic yinjiza kuri censor cores, ariko ikenera kalibrasi ya dataset kugirango ibare ibintu byapimye kuri tensor kugirango igabanuka ryimibare idasenya ukuri. Moteri ifite ibyuma byihariye kuko auto-tuning iteka mubitereko byiza kuri GPU yibanze hamwe nuburyo bwo kwibuka.
Kumenya TensorRT na Moteri Yerekana
TensorRT nububiko bwibitabo bwa NVIDIA bukusanya imiyoboro yimyitozo yatojwe mumoteri nziza cyane ikora vuba cyane kuri NVIDIA GPUs. Nibyingenzi kuko moderi imwe irashobora gukora 2-6x byihuse kandi bihendutse mugihe cyimyanzuro idahinduye ibyo iteganya. Moteri ya TensorRT na Inference ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata moteri ya TensorRT na Inference nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha TensorRT na Moteri ya moteri yerekana neza imyubakire, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Guhindura icyitegererezo cya YOLO kuri moteri ya TensorRT INT8 kuburyo ikora mugihe nyacyo kuri NVIDIA Jetson muri robot cyangwa kamera yubwenge
Gukorera moderi ya Llama cyangwa Mistral hamwe na TensorRT-LLM ukoresheje indege yo mu ndege kugirango ugabanye ibimenyetso-isegonda kuri H100 GPUs mumugongo wa chatbot
Kunoza imvugo-imenyekanisha imvugo hamwe na FP16 itomoye kugirango ugabanye gutinda kwandikirwa muri serivise nzima
Gukusanya urwego-rwerekana ibyifuzo kuri moteri ya TensorRT yahujwe kugirango ikemure amamiriyoni yibisabwa kumasegonda ku giciro gito cya GPU
Uburyo bwo Gushyira mu bikorwa
TensorRT na Moteri ya moteri mubikorwa
Guhindura icyitegererezo cya YOLO kuri moteri ya TensorRT INT8 kuburyo ikora mugihe nyacyo kuri NVIDIA Jetson muri robot cyangwa kamera yubwenge.
Guhindura icyitegererezo cya YOLO kuri moteri ya TensorRT INT8 kuburyo ikora mugihe nyacyo kuri NVIDIA Jetson muri robot cyangwa kamera yubwenge Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
TensorRT na Moteri ya moteri mubikorwa
Gukorera moderi ya Llama cyangwa Mistral hamwe na TensorRT-LLM ukoresheje indege yo mu ndege kugirango ugabanye ibimenyetso-isegonda kuri H100 GPUs inyuma ya chatbot.
Gukorera moderi ya Llama cyangwa Mistral hamwe na TensorRT-LLM ukoresheje indege yo mu ndege kugirango wongere ibimenyetso-isegonda kuri H100 GPUs mugace ka chatbot inyuma Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimanza, kandi bikurikirana inyungu zibyara umusaruro nibiciro byigihe.
TensorRT na Moteri ya moteri mubikorwa
Kunoza imvugo-imenyekanisha imvugo hamwe na FP16 neza kugirango ugabanye ubukererwe bwa transcription muri serivise nzima.
Kunoza imvugo-imenyekanisha imvugo hamwe na FP16 itomoye kugirango ugabanye ubukererwe bwa transcription muri serivise yanditseho imbonankubone Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
TensorRT na Moteri ya moteri mubikorwa
Gukusanya imiyoboro-yerekana umurongo kuri moteri ya TensorRT yahujwe kugirango ikemure amamiriyoni yibisabwa ku isegonda ku giciro gito cya GPU.
Gukusanya urwego-rwerekana ibyifuzo kuri moteri ya TensorRT yahujwe kugirango ikemure amamiriyoni yibisabwa ku isegonda ku giciro gito cya GPU Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.