Mutha kugwiritsa ntchito GPU pa NVIDIA Tesla P40 (24 GB VRAM, Pascal architecture) popanga ntchito za data science mu Jupyter. GPU servers sizingatheke; tiuzeni kuti mudziwidwe pamenepo.
$ pip install cudf-cu12 cuml-cu12 jupyterlab && jupyter lab --ip=0.0.0.0
# Mfano wa kukhazikitsa lamulo
Kuphatikiza apo, CuPy, XGBoost ndi PyTorch amathandiza Pascal P40; NVIDIA RAPIDS (cuDF, cuML) amafuna GPU yatsopano.
Ma GPU a GPU ndi gradient boosting omwe amathandizira Pascal GPUs.
Sakanizani JupyterLab ndi ntchito yolumikizana pa GPU.
Kusunga masamba akuluakulu mu GPU memory pamene inu ntchito.
Kukhazikitsa PyData stack zigawo zimene mukufuna.
Data Science akhoza kugwiritsa ntchito NVIDIA GPU kuti afulumizitse ntchito yake. VPS.org GPU ma seva si angathe kulandira; tiuzeni kuti mudziwe pamene iwo ndi. Data Science ndi GPU-kufulumira ntchito ntchito. onetsetsani kuti mapulogalamu anu ali CUDA thandizo ndi kuti wanu woyendetsa / runtime zigawo kugwirizana zosowa ntchito ntchito kwa Data Science.
GPU ma seva si opezeka kuti aperekebe. Tsopano mungagwiritse ntchito Data Science pa CPU yachikhalidwe, komwe imagwira ntchito mofulumira kuposa pa GPU: SSH mu ndi kuyendetsa pip install cudf-cu12 cuml-cu12 jupyterlab && jupyter lab --ip=0.0.0.0.
VRAM zosowa kwa Data Science 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 Data Science m'ma RAM ndi kusungirako server.
Gawo lililonse VPS.org wothandizira amachokera ndi wonse root SSH kulowa, kotero inu mukhoza kukhazikitsa oyendetsa, mabuku ndi Data Science koma inu muyenera.
Sichoncho. Palibe wothandizira amafika ndi CUDA runtime kapena NVIDIA woyendetsa preinstalled, ndi GPU othandizira sizilipo kuti aperekebe. Mumakhazikitsa Data Science zojambula zofunikira nokha.
Ndikoyenera. VPS.org ma seva ndi olimba olimba, osati opanda pake: Data Science mapangidwe, zosankha ndi deta zimakhazikika pa SSD yosungira server mpaka mutachotsa.
Kusunga ntchito deta pa SSD seva kwa kulowa mosavuta pamene Data Science 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 Data Science 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 Data Science 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.