Kuyendetsa ma netiweki a neural monga CNNs, ma transformers ochepa ndi GANs pa NVIDIA Tesla P40 (24 GB VRAM, Pascal architecture). Ma seva a GPU satha kulembetsa; tiuzeni kuti mudziwike pamenepo.
$ pip install torch torchvision && python -c "import torch; print(torch.cuda.is_available())"
# Mfano wa kukhazikitsa lamulo
Deep learning ikufuna kufulumizitsa kwa GPU kuti ipange ma netiweki a neuron munthawi yoyenera. GPU server ikupatsani GPU imodzi ya maphunziro anu.
PyTorch, TensorFlow, JAX kapena iliyonse CUDA ndondomeko yomwe ikhoza kugwirizana Pascal GPUs.
GPU siyigawana, kotero kuphunzira kwamphamvu sikunali kosiyana ndi kwa ena.
Malo apakati a mapangidwe ndi mapangidwe a mayunitsi.
A persistent wothandizira angagwiritse ntchito nthawi yayitali ntchito yophunzitsa; kupulumutsa checkpoints monga inu mupite.
Deep Learning akhoza kugwiritsa ntchito NVIDIA GPU kuti afulumizitse ntchito yake. VPS.org GPU ma seva si angathe kulandira; tiuzeni kuti mudziwe pamene iwo ndi. Deep Learning ndi GPU-kufulumira ntchito ntchito. onetsetsani kuti mapulogalamu anu ali CUDA thandizo ndi kuti wanu woyendetsa / runtime zigawo kugwirizana zosowa ntchito ntchito kwa Deep Learning.
GPU ma seva si opezeka kuti aperekebe. Tsopano mungagwiritse ntchito Deep Learning pa CPU yachikhalidwe, komwe imagwira ntchito mofulumira kuposa pa GPU: SSH mu ndi kuyendetsa pip install torch torchvision && python -c "import torch; print(torch.cuda.is_available())".
VRAM zosowa kwa Deep Learning 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 Deep Learning m'ma RAM ndi kusungirako server.
Gawo lililonse VPS.org wothandizira amachokera ndi wonse root SSH kulowa, kotero inu mukhoza kukhazikitsa oyendetsa, mabuku ndi Deep Learning koma inu muyenera.
Sichoncho. Palibe wothandizira amafika ndi CUDA runtime kapena NVIDIA woyendetsa preinstalled, ndi GPU othandizira sizilipo kuti aperekebe. Mumakhazikitsa Deep Learning zojambula zofunikira nokha.
Ndikoyenera. VPS.org ma seva ndi olimba olimba, osati opanda pake: Deep Learning mapangidwe, zosankha ndi deta zimakhazikika pa SSD yosungira server mpaka mutachotsa.
Kusunga ntchito deta pa SSD seva kwa kulowa mosavuta pamene Deep Learning 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 Deep Learning 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 Deep Learning 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.