Pezani ndi kuyendetsa mamodeli pa NVIDIA Tesla P40 (24 GB VRAM, Pascal architecture). Choyenera kwambiri kwa LoRA ndi mamodeli ang'onoang'ono. Maseva a GPU si akhoza kuperekedwa; tiuzeni kuti mudziwe pamenepo.
$ pip install torch transformers datasets accelerate && python train.py
# Mfano wa kukhazikitsa lamulo
Kuphunzitsa AI mapangidwe amafuna paralel computing kuti GPUs amapereka. A GPU server amapereka GPU imodzi kwa ntchito zanu zophunzitsa.
Tesla P40 imodzi ndi 24 GB VRAM, idapita ku seva yanu ndipo siyigawidwa.
PyTorch, TensorFlow, JAX kapena chilichonse chigawo chomwe chimathandizanso Pascal GPUs.
Tengani ma dataset, ma checkpoints ndi mafayilo a model pa SSD yosungira server.
Full root kulowa kuti agwirizane ndi phunziro la chilengedwe.
AI Training akhoza kugwiritsa ntchito NVIDIA GPU kuti afulumizitse ntchito yake. VPS.org GPU ma seva si angathe kulandira; tiuzeni kuti mudziwe pamene iwo ndi. AI Training ndi GPU-kufulumira ntchito ntchito. onetsetsani kuti mapulogalamu anu ali CUDA thandizo ndi kuti wanu woyendetsa / runtime zigawo kugwirizana zosowa ntchito ntchito kwa AI Training.
GPU ma seva si opezeka kuti aperekebe. Tsopano mungagwiritse ntchito AI Training pa CPU yachikhalidwe, komwe imagwira ntchito mofulumira kuposa pa GPU: SSH mu ndi kuyendetsa pip install torch transformers datasets accelerate && python train.py.
VRAM zosowa kwa AI Training zimadalira mtundu wa mtundu ndi gulu; onetsetsani ntchito zamakono za ntchitoyi za anthu amakono.
Kugulitsa kwa GPU kudzatulutsidwa pamene ma seva a GPU angagwiritsidwe ntchito. Tiuzeni ngati mukufuna kumvetsetsa pamene izi zikuchitika.
Yai. Kawirikawiri VPS.org server amachokera ndi wonse root kulowa, kotero inu mukhoza kuyendetsa ena zipangizo mbali AI Training m'ma RAM ndi kusungirako server.
Gawo lililonse VPS.org wothandizira amachokera ndi wonse root SSH kulowa, kotero inu mukhoza kukhazikitsa oyendetsa, mabuku ndi AI Training koma inu muyenera.
Sichoncho. Palibe wothandizira amafika ndi CUDA runtime kapena NVIDIA woyendetsa preinstalled, ndi GPU othandizira sizilipo kuti aperekebe. Mumakhazikitsa AI Training zojambula zofunikira nokha.
Ndikoyenera. VPS.org ma seva ndi olimba olimba, osati opanda pake: AI Training mapangidwe, zosankha ndi deta zimakhazikika pa SSD yosungira server mpaka mutachotsa.
Kusunga ntchito deta pa SSD seva kwa kulowa mosavuta pamene AI Training kunyamula, ndi kukopera kumaliza artifacts (mawuwo, chiyambi, embeddings) ku osungirako kunja VPS.org; snapshots ndi zosunga zobwezeretsera azikhala pamodzi osungirako gulu.
Mukhoza kuwonjezera iliyonse VPS.org wothandizira kuti malire lalikulu kuchokera ku gulu la kuwongolera; resize imayambanso ndi AI Training kukhazikitsa wanu amapita. GPU othandizira si opezekabe.
Yes. Backups ndi wolipira add-on (tsiku ndi tsiku + 30% ya mtengo wa ndondomeko, anasunga masiku 7; tsiku ndi tsiku + 20%, anasunga masiku 28) ndi snapshots ndi ufulu, amene ndi zothandiza pamaso AI Training m'mbuyo m'mbuyo.
Mutha kulumikizana ndi thandizo m'masiku 30 a kugula kwanu koyamba kuti mupemphe kuti mubwezere ndalama. GPU servers sizikugulitsidwabe, chifukwa chake palibe GPU order.
Kutha kwa GPU ndi kocheperako. Tiuzeni za ntchito yanu ndipo tidzakuyankha ndi kuchuluka kwa ndalama zomwe zilipo.