Speed up gradient boosting, array math and model training with the GPU on an NVIDIA Tesla P40 (24 GB VRAM, Pascal architecture). GPU servers are not orderable yet; contact us to be notified when they are.
$ pip install cuml-cu12 xgboost cudf-cu12
# Amarka tusaale soo dejinta
GPU-ga-gaaban ee mashiinka waxbarashada waxay u isticmaalaan CUDA si ay u dhaqaajiyaan tababarka iyo saadaasha. Buugaagta sida XGBoost iyo CuPy waxay isticmaali karaan GPU; NVIDIA RAPIDS waxay u baahan tahay GPUs cusub oo ka badan Pascal P40.
Tareenka gradient kordhinta moodooyinka ku GPU.
NumPy-ku habboon array oo ku socda GPU.
Tareenka qaabab neural la socda kuwa classical on server la mid ah.
Ku rakibi maktabadda noocyada aad baahiyaha pipeline.
Machine Learning waxaa laga yaabaa in ay isticmaalaan NVIDIA GPU si ay u dhaqaajiyaan shaqada. VPS.org GPU servers ma aha kuwo la heli karo si ay u amar ah weli; nala soo xiriir si ay u maqlaan marka ay yihiin. Machine Learning waa guud GPU-ga-gacan-qaadashada shaqada. hubi software aad leedahay taageerada CUDA iyo in aad drive / runtime versions la mid ah shuruudaha shaqada ee Machine Learning.
GPU servers ma aha kuwo la heli karo si ay u amar ah weli. Maanta waxaad ku socon kartaa Machine Learning on qorshaha CPU caadi ah, halkaas oo ay ka shaqeyso si aad u badan oo ka sii degdeg ah ka badan GPU: SSH iyo pip install cuml-cu12 xgboost cudf-cu12 socda.
VRAM baahiyaha Machine Learning ku xiran tahay nooca iyo miisaanka batch; hubi dukumiintiga mashruuca ee tirada hadda.
Qiimaha GPU waxaa la soo bandhigi doonaa marka servers GPU la siin karo. Nala soo xiriir haddii aad rabto inaad maqasho marka ay dhacdo.
Haa. Server kasta VPS.org la yimaado root buuxa, sidaas darteed waxaad ku socon kartaa qalab kale oo la socda Machine Learning gudaha server ee RAM iyo kaydinta.
Server kasta VPS.org la yimaado buuxa root SSH helitaanka, sidaas darteed waxaad ku rakibi kartaa drives, buugaag iyo Machine Learning si kastaba ha ahaatee aad u baahan tahay.
No. Server la yimaadaan runtime CUDA ama NVIDIA drive hore loo rakibay, iyo servers GPU ma aha mid la heli karo si ay u amar ah weli. Waxaad ku rakibi kartaa noocyada Machine Learning u baahan yahay adiga kuu gaar ah.
Haa. servers VPS.org waa mashiinada virtual joogto ah, ma aha tusaale ephemeral: Machine Learning qaababka, configs iyo xogta ku nagaan server ee SSD kaydinta ilaa aad tirtirto.
Ku hay xogta shaqada ee server ee SSD si aad u hesho waqti Machine Learning socda, iyo nuqul ka soo baxay artefacts (miisaanka, qarniyada, embeddings) in kaydinta dibadda VPS.org; snapshots iyo backups ku nool yihiin isku kaydinta cluster.
Waxaad u cusbooneysiin kartaa server kasta VPS.org in qorshe ka weyn ka panel maamulka; resize dib u bilaabay oo Machine Learning aad ku rakibi ku qaadataa. GPU servers ma jiraan weli.
Haa. Backups waa lacag la siiyo add-on (maalmaha +30% qiimaha qorshaha, la hayay 7 maalmood; todobaadle +20%, la hayay 28 maalmood) iyo snapshots waa bilaash, taas oo muhiim ah ka hor Machine Learning dheer socda. Labaduba ku nagaan ku kaydinta isku ururka sida server.
La xiriir taageero 30 maalmood gudahood iibka koowaad si aad u codsato lacag celin. Servers GPU weli lama iibiyo, sidaas darteed GPU amar ma aha.
GPU awoodda waa xaddidan. noo sheeg ku saabsan shaqadaada iyo waxaan ku jawaabi doonaa la heli karo iyo qiimaha.