Run wax soo saarka, sawirka kala saarka iyo falanqaynta video on a NVIDIA Tesla P40 (24 GB VRAM, naqshadeynta Pascal). GPU servers ma aha orderable weli; nala soo xiriir si loo oggolaado marka ay yihiin.
$ pip install ultralytics && yolo detect predict model=yolov8x.pt source=image.jpg device=0
# Amarka tusaale soo dejinta
Qorshaha kombiyuutarka ee server-ka GPU wuxuu ku socdaa qaababka wax-ka-qabashada, kala-soocidda, qaybinta iyo falanqaynta fiidiyowga ee GPU-ga CPU-ga.
Run YOLO iyo detectors kale ee GPU.
isticmaal OpenCV dhismaha la CUDA modules u GPU image processing.
Process high-qaab-dhismeed sawirro in kooxo waaweyn.
Decode la NVDEC iyo falanqeynta dhowr qulqulka on GPU mid.
Computer Vision 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. Computer Vision 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 Computer Vision.
GPU servers ma aha kuwo la heli karo si ay u amar ah weli. Maanta waxaad ku socon kartaa Computer Vision 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 ultralytics && yolo detect predict model=yolov8x.pt source=image.jpg device=0 socda.
VRAM baahiyaha Computer Vision 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 Computer Vision 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 Computer Vision 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 Computer Vision u baahan yahay adiga kuu gaar ah.
Haa. servers VPS.org waa mashiinada virtual joogto ah, ma aha tusaale ephemeral: Computer Vision 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 Computer Vision 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 Computer Vision 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 Computer Vision 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.