Usashandisa GPU pane NVIDIA Tesla P40 (24 GB VRAM, Pascal architecture) yedata science basa muJupyter. GPU servers hazvigone kupihwa; taura nesu kuti uzive kana zvave.
$ pip install cudf-cu12 cuml-cu12 jupyterlab && jupyter lab --ip=0.0.0.0
# Mufananidzo wekuisa command
CuPy, XGBoost uye PyTorch dzinotsigira Pascal P40; NVIDIA RAPIDS (cuDF, cuML) dzinoda imwe nyowani GPU.
GPU maarrays uye gradient boosting ayo anotsigira Pascal GPUs.
Kuisa JupyterLab uye basa zvakananga paGPU.
Tenga mazhinji mazita ezvinyorwa muGPU memory paunenge uchishanda.
Kuisa PyData stack zvinyorwa zvaunoda.
Data Science inogona kushandisa NVIDIA GPU kuti iite basa rayo. VPS.org GPU servers hazvina kuwanikwa kuti utore; taura nesu kuti uzive kana vachiri. Data Science inowanzo GPU-yakakwira basa. Ita shuwa kuti software yako ine CUDA rutsigiro uye kuti yako driver / runtime versions inosangana nezvinodiwa zvebasa re Data Science.
GPU servers hadzina kuwanikwa kuti utore. Nhasi unogona kuisa Data Science pane yakajairika CPU package, uko inoita basa rakakura kupfuura pane GPU: SSH in uye shandisa pip install cudf-cu12 cuml-cu12 jupyterlab && jupyter lab --ip=0.0.0.0.
VRAM zvinodiwa Data Science kuenderana nemhando uye batch size; tarisa chirongwa ruzivo rwezvinoreva.
GPU mutengo achaburitswa kana GPU servers anogona kupihwa. Tibate kana iwe uchida kuziva kana ichiitika.
Yega. Every VPS.org server inouya nefull root access, saka unogona kutamba zvimwe zvinhu pamwe Data Science mukati server's RAM uye kuchengetera.
Every VPS.org server inouya nepfupi root SSH kuwanikwa, saka unogona kuisa madhiraivha, mabhuku uye Data Science asi iwe unofanirwa.
Hapana server inouya neCUDA runtime kana NVIDIA mutyairi akaiswa, uye GPU servers hazvina kuwanikwa kuti aite kusvika parizvino. Unogona kuisa zvinyorwa Data Science zvinoda iwe pachako.
VPS.org servers ndezvemapurojekiti akaomarara, kwete ephemeral instances: Data Science models, configs uye data inogara paSSD storage yeserver kusvika wabvisa.
Tenga data rekushandisa pane SSD ye server yekuwedzera kuwanikwa kwenguva pfupi panguva ye Data Science runs, uye kopa zvakapera zviwanikwa (zviyero, zvizvarwa, embeddings) kune yekuchengetera kunze kwe VPS.org; snapshots uye backups vanogara pamwechete kuchengetera cluster.
Unogona kusimudzira chero VPS.org server kune yakakura chirongwa kubva kudzora panel; resize rinotangazve uye yako Data Science kuiswa inotora pamusoro. GPU servers hazvina kuwanikwa kusvika parizvino.
Yeah. Backups ndivo akabhadhara add-on (zuva nezuva + 30% yemari chirongwa, akachengetwa 7 mazuva; zuva nezuva + 20%, akachengetwa 28 mazuva) uye snapshots vakasununguka, izvo zvinokosha pamberi Data Science mazuva. Both stay on the same storage cluster as the server.
Contact support within 30 days of your first purchase to request a refund. GPU servers are not sold yet, so no GPU order is involved.
GPU kugona kuri kuwanikwa chete. Tiudzai nezvebasa rako uye tichakuudza kuti ripi rinowanikwa uye ripi risiri.