Umtapo wezincwadi we-AI wamahhala

Ubuchwepheshe abaqondisiMahhala phakade.

177 imihlahlandlela yesiNgisi esicacile, izindlela zokufunda ezihlelekile, nomtapo wolwazi ovulekile — wakhiwe inhlangano engenzi nzuzo ye-501(c)(3) ezimele ukuze noma ubani aqonde i-AI yesimanje.

177Iziqondiso zamahhala
1Amathrekhi esihloko
~2 minNgomhlahlandlela
~6hIsikhathi sokufunda

Qala lapha

Ezinhlanu izifundo ezisekelwe emiphumeleni

Isifundo ngasinye sihlanganisa imiphumela esobala, amakhono afakwe kumephu, imisebenzi yokuzilolonga, kanye netshe eliyinhloko elisetshenzisiwe.

Amathrekhi esihloko

Phequlula ngethrekhi

Gxumela endaweni oyikhathalelayo. Wonke amathrekhi anemihlahlandlela eminingi yesiNgisi esilula.

Umtapo wolwazi ogcwele

Zonke iziqondiso

177 kwe 1019 imihlahlandlela ebonisiwe. Hlunga ngethrekhi noma sesha ngenhla.

Ubuchwepheshe

Ukulandelana Ukuhambisana Nokunakwa Kwendandatho

Ukuhambisana kokulandelana kuhlukanisa ukulandelana kokufakiwe okukodwa okude kuma-GPU amaningi ngokuhambisana nethokheni (isikhathi) dimension, futhi Ukunaka Kwendandatho kuvumela lawo ma-GPU ukubala...

2 min fundaFunda
Ubuchwepheshe

I-activation Recomputation Tradeoffs

Ukubalwa kabusha kokwenza kusebenze (i-gradient noma i-activation checkpointing) kulondoloza inkumbulo ye-GPU ngesikhathi sokuqeqeshwa ngokulahla ukwenza kusebenze okuphakathi nendawo ekudluleleni phambili...

2 min fundaFunda
Ubuchwepheshe

Ukuthuthukiswa Kwenqubomgomo Ehlobene Neqembu

I-Group Relative Policy Optimization (GRPO) iyindlela yokufunda yokuqinisa yokuhlela kahle amamodeli olimi ahlulela impendulo ngayinye ngokumelene neqembu...

2 min fundaFunda
Ubuchwepheshe

Ukugeleza Okujwayelekile

Ukugeleza okuvamile amamodeli akhiqizayo aguqula umsindo olula (njenge-Gaussian) ube idatha eyinkimbinkimbi ngochungechunge lwezinto ezingaguquki, ezihlukanisekayo...

2 min fundaFunda
Ubuchwepheshe

Amamodeli Asekelwe Amandla

Amamodeli asuselwa kumandla (ama-EBM) afunda umsebenzi we-scalar 'amandla' onikeza amanani aphansi kudatha ebambekayo kanye namanani aphezulu kudatha engakholakali, echaza...

2 min fundaFunda
Ubuchwepheshe

I-Optimizer State Offloading ku-CPU ne-NVMe

Iqhinga lokonga inkumbulo elipaka ukugcinwa okunzima kokuqeqeshwa (izifunda ze-optimizer, ama-gradient, kwesinye isikhathi izisindo) ku-CPU RAM noma kuma-NVMe SSD esikhundleni…

2 min fundaFunda
Ubuchwepheshe

I-Checkpoint Sharding kanye Nokuqeqeshwa Okuqhubekayo

Amasu okugcina isimo sokuqeqeshwa semodeli izingcezu (shards) ukuze amamodeli amakhulu akwazi ukugcinwa futhi alayishwe kabusha ngaphandle kokuminyanisa inkumbulo noma imikhawulo yediski, kanjalo...

2 min fundaFunda
Ubuchwepheshe

Ukuphathwa Kwememori ye-GPU nokuhlukaniswa

Indlela uhlaka lwe-AI oluyaba ngayo, luphinde lusebenzise, ​​futhi lubuyise inkumbulo ekhawulelwe ku-GPU, nokuthi kungani izikhala ezisele (ukuhlukaniswa) zingabangela amaphutha angaphandle kwenkumbulo ngisho...

2 min fundaFunda
Ubuchwepheshe

I-Multi-Instance GPU Partitioning

I-Multi-Instance GPU (MIG) ubuchwepheshe be-NVIDIA obusika i-GPU eyodwa ebonakalayo ibe izingxenye eziningi ezihlukene zehadiwe.

2 min fundaFunda
Ubuchwepheshe

Ukuhlela kwe-GPU ne-Cluster Orchestration

Ukuhlela i-GPU kunquma ukuthi yimiphi imisebenzi esebenza kuma-accelerator futhi nini, kuyilapho i-orchestration ixhumanisa le misebenzi kuyo yonke iqoqo lemishini.

2 min fundaFunda
Ubuchwepheshe

I-Slurm ye-AI Training Clusters

I-Slurm ingumphathi womthwalo ovulekile womthombo ovulekile ohlela futhi aqhube imisebenzi kumaqoqo amakhompiyutha asebenza kahle kakhulu, futhi sekuyisinqumo esizenzakalelayo se-AI enkulu…

2 min fundaFunda
Ubuchwepheshe

Hlela-futhi-Uxazulule Ukukhuthaza

Isaziso se-Plan-and-Solve (PS) sitshela imodeli yolimi ukuthi iqale yakhe icebo elicacile bese ilenza isinyathelo ngesinyathelo, ilungisa ukwehluleka okubonakala…

2 min fundaFunda

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Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.