Kuyendetsa Jupyter notebooks pa NVIDIA Tesla P40 (24 GB VRAM, Pascal architecture) kwa sayansi ya data yolumikizana ndi ntchito ya ML. GPU servers siyingathe kulembetsa; tiuzeni kuti mudziwidwe pamene akupezeka.
$ pip install jupyterlab torch && jupyter lab --ip=0.0.0.0 --allow-root
# Mfano wa kukhazikitsa lamulo
Jupyter notebooks pa GPU server ikupatsani malo olumikizana kumene ma cell a notebook angagwiritse ntchito GPU. Zothandiza kwa maphunziro ndi prototyping ya model.
Kugwiritsa ntchito GPU kuchokera notebook ziwalo pamene CUDA ndi ndondomeko yanu ndi kukhazikitsidwa.
JupyterLab ndi terminal, wofufuzira wa fayilo ndi zowonjezera.
Mumayika PyTorch, TensorFlow, scikit-kuphunzira, pandas ndi chilichonse chimene mukufuna.
Kupeza wanu notebooks kuchokera ku browser; kuteteza iwo ndi token, mawu achinsinsi kapena SSH tunnel.
Jupyter akhoza kugwiritsa ntchito NVIDIA GPU kuti afulumizitse ntchito yake. VPS.org GPU ma seva si angathe kulandira; tiuzeni kuti mudziwe pamene iwo ndi. Jupyter ndi GPU-kufulumira ntchito ntchito. onetsetsani kuti mapulogalamu anu ali CUDA thandizo ndi kuti wanu woyendetsa / runtime zigawo kugwirizana zosowa ntchito ntchito kwa Jupyter.
GPU ma seva si opezeka kuti aperekebe. Tsopano mungagwiritse ntchito Jupyter pa CPU yachikhalidwe, komwe imagwira ntchito mofulumira kuposa pa GPU: SSH mu ndi kuyendetsa pip install jupyterlab torch && jupyter lab --ip=0.0.0.0 --allow-root.
VRAM zosowa kwa Jupyter 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 Jupyter m'ma RAM ndi kusungirako server.
Gawo lililonse VPS.org wothandizira amachokera ndi wonse root SSH kulowa, kotero inu mukhoza kukhazikitsa oyendetsa, mabuku ndi Jupyter koma inu muyenera.
Sichoncho. Palibe wothandizira amafika ndi CUDA runtime kapena NVIDIA woyendetsa preinstalled, ndi GPU othandizira sizilipo kuti aperekebe. Mumakhazikitsa Jupyter zojambula zofunikira nokha.
Ndikoyenera. VPS.org ma seva ndi olimba olimba, osati opanda pake: Jupyter mapangidwe, zosankha ndi deta zimakhazikika pa SSD yosungira server mpaka mutachotsa.
Kusunga ntchito deta pa SSD seva kwa kulowa mosavuta pamene Jupyter 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 Jupyter 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 Jupyter 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.