Kuwedzera kugadzikana kwegradient kusimudzira, madhigirii ematekisi eiyo array uye kudzidzisa kwemufananidzo neGPU pane NVIDIA Tesla P40 (24 GB VRAM, Pascal architecture).GPU servers hazvigone kupihwa zvino; taura nesu kuti uzive kana zvavepo.
$ pip install cuml-cu12 xgboost cudf-cu12
# Mufananidzo wekuisa command
GPU-yakakurumidza machine learning inoshandisa CUDA kuti kusimudzira kudzidzisa uye kufungidzira. Librarys seXGBoost uye CuPy anogona kushandisa GPU; NVIDIA RAPIDS inodiwa nyowani GPUs kupfuura Pascal P40.
Kudzidzisa gradient kusimudzira mamodheru paGPU.
NumPy-inowirirana mazita ezvinyorwa zvinofamba paGPU.
Train neural mamodheru pamwe classical ones pamwechete server.
Install library versions yako pipeline zvinodiwa.
Machine Learning inogona kushandisa NVIDIA GPU kuti iite basa rayo. VPS.org GPU servers hazvina kuwanikwa kuti utore; taura nesu kuti uzive kana vachiri. Machine Learning inowanzo GPU-yakakwira basa. Ita shuwa kuti software yako ine CUDA rutsigiro uye kuti yako driver / runtime versions inosangana nezvinodiwa zvebasa re Machine Learning.
GPU servers hadzina kuwanikwa kuti utore. Nhasi unogona kuisa Machine Learning pane yakajairika CPU package, uko inoita basa rakakura kupfuura pane GPU: SSH in uye shandisa pip install cuml-cu12 xgboost cudf-cu12.
VRAM zvinodiwa Machine Learning 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 Machine Learning mukati server's RAM uye kuchengetera.
Every VPS.org server inouya nepfupi root SSH kuwanikwa, saka unogona kuisa madhiraivha, mabhuku uye Machine Learning asi iwe unofanirwa.
Hapana server inouya neCUDA runtime kana NVIDIA mutyairi akaiswa, uye GPU servers hazvina kuwanikwa kuti aite kusvika parizvino. Unogona kuisa zvinyorwa Machine Learning zvinoda iwe pachako.
VPS.org servers ndezvemapurojekiti akaomarara, kwete ephemeral instances: Machine Learning models, configs uye data inogara paSSD storage yeserver kusvika wabvisa.
Tenga data rekushandisa pane SSD ye server yekuwedzera kuwanikwa kwenguva pfupi panguva ye Machine Learning 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 Machine Learning 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 Machine Learning 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.