Teburin Abubuwan Ciki[Boye][Nuna]
Cloud GPUs suna cikin buƙatu mai girma yayin da sabbin fasahohi kamar zurfafa koyo, AI, da koyan injin ke fitowa.
GPUs (Rukunin Gudanar da Zane-zane) ƙwararrun na'urori ne da aka yi don ɗaukar manyan saitin bayanai da ƙididdiga masu ƙima da ake buƙata don ayyuka kamar zanen kwamfuta da wasan kwaikwayo. Yanzu suna da mahimmanci ga filin na wucin gadi hankali (AI) kuma, ko da yake, tun daga baya.
CPUs na gargajiya (Rukunin Gudanarwa na Tsakiya) ba su iya biyan buƙatu tunda ƙirar AI na buƙatar babban adadin ikon ƙididdiga don horarwa da gudu.
A gefe guda, tunda an gina su don tallafawa aiki iri ɗaya, GPUs sun fi tasiri wajen sarrafa ɗimbin bayanai da ƙididdiga masu rikitarwa da ake buƙata don ayyukan AI.
Idan kuna cikin fasaha, dole ne ku ji labarin sabis na GPU na girgije. Ga waɗanda, waɗanda ba za su bi tare.
Sabis na tushen girgije wanda ke ba masu amfani damar kan layi zuwa albarkatun GPU mai ƙarfi ana san shi azaman sabis na GPU na girgije don AI. Maimakon buƙatar siye da kula da kayan aikin GPU nasu, waɗannan ayyukan suna ba abokan ciniki damar hayar albarkatun GPU kamar yadda ake buƙata.
Wannan yana ba da damar mutane da ƙungiyoyi suyi amfani da ƙarfin sarrafa GPUs ba tare da yin babban saka hannun jari na farko ba ko biyan ci gaba da kuɗaɗen kulawa.
Yawancin sabis na GPU na girgije don AI suna ba da zaɓin GPU iri-iri, gami da samfura da jeri da yawa da kuma sassauci don haɓaka sama ko ƙasa kamar yadda ya cancanta. Yanzu zaku iya zaɓar ingantattun albarkatun GPU don buƙatunsu na musamman da ayyukan godiya ga wannan sabis ɗin.
Bugu da ƙari, ayyukan akai-akai suna zuwa tare da wasu iyakoki ciki har da hanyar sadarwa, ajiya, da kayan aikin software don taimakawa abokan ciniki a cikin ayyukan AI. A cikin wannan sakon, za mu kalli manyan ayyukan GPU na girgije don AI.
1. Linode
Linode yana ba da GPUs akan buƙatar kayan aiki kamar sarrafa bidiyo, lissafin kimiyya, injin inji, basirar wucin gadi, da sauransu.
Yana ba da injunan haɓakawa na GPU (VMs) waɗanda ke gudana akan NVIDIA Quadro RTX 6000, Tensor, da RT cores kuma suna amfani da damar CUDA don yin. zurfin ilmantarwa, raye-rayen gano nauyin aiki, da hadaddun lissafin.
Ta hanyar juya babban kuɗin ku zuwa kuɗin aiki, zaku iya amfani da damar GPU's na Linode GPU da ainihin ƙimar gajimare.
Bugu da ƙari, Linode yana 'yantar da ku daga damuwa game da kayan aikin don ku iya mai da hankali kan ƙwarewarku mafi ƙarfi.
Tare da Linode GPUs, yanzu yana yiwuwa a yi amfani da su don ƙayyadaddun aikace-aikace kamar yawo na bidiyo, hankali na wucin gadi, da koyon injin.
Bugu da kari, dangane da adadin ikon sarrafawa da ake buƙata don ayyukan da ake tsammani, zaku iya karɓar katunan har zuwa 4 kowane misali.
Pricing
Farashi yana farawa a $1.5/awa don sadaukarwar shirin RTX6000 GPU. Fara da Lindode kyauta.
2. Babban AI
Vast AI kasuwa ce ta duniya inda masu amfani za su iya hayan GPUs marasa tsada don amfani da su a cikin babban aikin kwamfuta.
Suna rage farashin ayyuka masu nauyi ta hanyar baiwa runduna damar yin hayar kayan aikin GPU ɗin su, yana ba masu amfani damar yin amfani da kayan aikinsu na kan layi don gano mafi arha farashin ƙididdiga daidai da bukatunsu da aiwatar da umarni ko ƙaddamar da haɗin SSH.
Suna samar da misalin SSH, Jupyter Jupyter tare da Jupyter GUI, ko umarni-kawai, kuma suna nuna madaidaiciya. mai amfani mai amfani.
Aikin aikin koyo mai zurfi (DLPerf), wanda ke yin hasashen kimanta aikin aikin koyo mai zurfi, an kuma bayar da shi.
Tsarin da Vast AI ke amfani da shi na tushen Ubuntu ne kuma ba sa bayar da kwamfutoci masu nisa. Hakanan suna aiki da misalai waɗanda ke samuwa akan buƙatun takamaiman kuɗin da mai watsa shiri ya kafa.
Pricing
Farashi yana farawa a $0.80 / awa don 4x RTX A6000.
3. AWS & NVIDIA
Tare, AWS da NVIDIA koyaushe suna ba da mafita na tushen GPU waɗanda ke da araha, daidaitawa, da ƙarfi.
Ya haɗa da misalan EC2 na NVIDIA GPU da ke da ƙarfi kamar Amazon ECXNUMX da ayyuka kamar AWS IoT Greengrass wanda ke girka tare da kayayyaki na NVIDIA Jetson Nano.
Don wuraren aiki na kama-da-wane, koyon injin (ML), sabis na Intanet na Abubuwa (IoT), da ƙididdiga masu inganci, masu amfani suna amfani da AWS da NVIDIA. Ayyukan da za a iya ƙididdigewa ana samar da su ta NVIDIA GPUs waɗanda ke ba da ikon misalin Amazon EC2.
Bugu da ƙari, yi amfani da AWS IoT Greengrass don haɗa na'urorin gefen gefen NVIDIA zuwa ayyukan girgije na AWS.
Misalin Amazon EC2 P4d na NVIDIA A100 Tensor Core GPUs ne ke ba da ƙarfi, waɗanda ke ba da mafi ƙarancin latency sadarwar masana'antu da mafi girman kayan aiki.
Hakazalika, akwai wasu lokuta daban-daban don wasu yanayi, kamar Amazon EC2 P3, Amazon EC2 G4, da dai sauransu.
Pricing
Kuna iya neman gwaji kyauta kuma da fatan za a tuntuɓi mai siyarwa don farashin sa.
4. Paperspace CORE
A CORE shine cikakken tsarin dandali na GPU na girgije wanda Paperspace ya ƙirƙira wanda ke ba da madaidaiciya, mai tsada, da haɓakar ƙididdiga don aikace-aikace iri-iri.
Yi amfani da ingantattun kayan aikin kwamfuta da Paperspace CORE ke bayarwa don hanzarta tafiyar matakai. Don saurin hauhawa, kayan aikin haɗin gwiwa, da aikace-aikacen tebur don Mac, Linux, da Windows, yana ba da ƙa'idar mai amfani da maras rikitarwa.
Yi amfani da shi don aiwatar da shirye-shirye masu buƙata akan adadin sarrafawa mara iyaka. CORE yana ba da babbar hanyar sadarwa mai sauri, samarwa mai sauri, goyan baya ga aikace-aikacen 3D, da cikakken API don samun damar shirye-shirye.
Tare da GUI mai sauƙin amfani da ƙwarewa, sami cikakken hoto na kayan aikin ku a wuri ɗaya.
Bugu da ƙari, sami kyakkyawan iko godiya ga tsarin gudanarwar CORE, wanda ke ba da kayan aiki masu ƙarfi kuma yana ba ku damar tacewa, haɗawa, ko ƙirƙirar inji, cibiyoyin sadarwa, da masu amfani.
Pricing
Farashi yana farawa a $0.45/h don sadaukarwar M4000 GPU.
5. Alibaba Elastic GPU Service
Alibaba Elastic GPU Service (EGS) yana ba da damar fasahar GPU don sadar da daidaito da ƙarfin sarrafawa. Yawancin aikace-aikace, gami da sarrafa bidiyo, hangen nesa, lissafin kimiyya, da zurfin koyo, sun dace da shi sosai.
EGS yana amfani da adadin GPUs, gami da AMD FirePro S7150, NVIDIA Tesla M40, NVIDIA Tesla V100, NVIDIA Tesla P4, da NVIDIA Tesla P100.
Za ku sami damar samun fa'idodi gami da kan layi zurfin ilmantarwa hidimomi da horo, Gane abun ciki, hoto da fitarwar murya, HD coding media, taron bidiyo, maido da fim na tushen, da 4K/8K HD live.
Samo madadin kamar yin bidiyo, lissafin lissafin kuɗi, hasashen yanayi, kwaikwaiyon karo, injiniyan halitta, gyara marasa layi, aikace-aikacen ilimi mai nisa, da ƙirar injiniya, haka nan.
Pricing
Yana ba da gwajin gwaji kyauta da tsarin biyan kuɗi kamar yadda kuke tafiya, wanda ke nufin ku kawai abubuwan da kuke amfani da su ko GPUs.
6. Farawa Cloud
Farawa Cloud yana ba da dandamali na GPU mai tsada mai tsada. Suna aiki tare da haɗin gwiwar cibiyoyin bayanai masu inganci da yawa a duk faɗin duniya don samar da aikace-aikace iri-iri.
Farawa Cloud yana ba da fa'idodi masu fa'ida da yawa ba tare da ƙarin farashi ba, gami da ɗaukar hoto don tallafawa aikinku, ƙungiyoyin tsaro don zirga-zirgar hanyar sadarwa, kundin ajiya don manyan saitin bayanai, FastAI, PyTorch, hotuna da aka saita, da jama'a TensorFlow API.
Suna saurin ƙididdigewa tare da taimakon NVIDIA GeForce RTX 3090, RTX 3080, RTX 3060 Ti, da fasahar GTX 1080 Ti a cikin misalan GPU na girgije.
Kuna iya amfani da ƙarfin lissafin GPU don samar da fina-finai masu rai ko horo neural networks.
Pricing
Farashi yana farawa a $1.30 / awa don NVIDIA® GeForce™ RTX 3090.
7. Google Cloud GPU
Google Cloud Platform (GCP) yana ba da adadin misalan GPU waɗanda za a iya amfani da su don saurin tafiyar matakai kamar koyon injin, koyo mai zurfi, da ƙididdige ƙididdiga mai girma (HPC).
Ta hanyar waɗannan misalan GPU, waɗanda NVIDIA, AMD, da Intel GPUs ke tallafawa, yana yiwuwa a sami damar shiga ɗakunan karatu na CUDA da cuDNN, waɗanda ake yawan amfani da su don saurin sarrafa GPU.
Saboda gyare-gyaren na'ura, farashi mai sassauƙa, da babban kewayon yuwuwar GPU, HPC na iya zama mafi fa'ida.
Bugu da ƙari, zai iya taimaka muku sauƙaƙe aikinku. Daga cikin GPUs da suke samarwa akwai NVIDIA K80, P4, V100, A100, T4, da P100. Ƙananan adadin shiyyoyin da suka watse a wurare daban-daban ne kawai ke samun damar zuwa GPUs.
Pricing
Farashin zai bambanta dangane da yanki, GPU da kuka zaɓa, da nau'in injin. Don NVIDIA A100, farashin yana farawa a $3.93 kowace GPU.
8. NVIDIA GPU Cloud
NVIDIA GPU Cloud (NGC) dandamali ne na tushen girgije wanda ke ba masu amfani damar yin amfani da software iri-iri na GPU, kamar kayan aikin gani, shirye-shiryen HPC, da zurfin ilmantarwa Tsarin.
Masu haɓakawa, masana kimiyyar bayanai, kuma masu bincike yanzu za su iya amfani da sauƙin sarrafa kwamfuta na NVIDIA GPUs a cikin gajimare ba tare da damuwa game da abubuwan more rayuwa ko kiyaye da ake buƙata don gudanar da aikace-aikacen su godiya ga NGC ba.
An haɗa ɗakin karatu na kwantena software da aka riga aka tsara tare da NGC kuma ana iya tura shi cikin sauri akan adadin girgije kwamfuta abubuwan more rayuwa, gami da Sabis na Yanar Gizo na Amazon, Google Cloud Platform, da Microsoft Azure.
Samun dama ga NGC kuma yana ba masu amfani damar zuwa dandalin ilmantarwa mai zurfi na NVIDIA, wanda ya zo tare da shirye-shirye da albarkatu masu yawa don ƙirƙira da aiwatar da tsarin ilmantarwa mai zurfi, ciki har da TensorRT, cuDNN, da CUDA-X AI.
Pricing
Dangane da takamaiman ayyuka da albarkatun da kuke amfani da su, farashin NVIDIA GPU Cloud (NGC) yana canzawa. Yayin da wasu ayyukan NGC, kamar tarin software mai zurfi, suna da 'yanci don amfani, wasu, kamar kwantenan aikace-aikacen HPC, na iya cajin farashi. Da fatan za a koma zuwa kasida ta NGC.
9. Lambda GPU Cloud
Lambda yana ba da misalan GPU na girgije don horon ƙirar ƙira mai zurfi da haɓakawa daga kwamfuta ta zahiri guda ɗaya zuwa injunan kama-da-wane da yawa.
Daga gaban dashboard, shiga ƙwararrun kowace na'ura nan da nan Jupyter Notebook yanayin shirye-shirye. Don samun dama kai tsaye, yi amfani da SSH kai tsaye tare da ɗaya daga cikin maɓallan SSH ko haɗa ta Tashar Yanar Gizo akan dashboard ɗin gajimare.
Matsakaicin 10 Gbps na haɗin kai-tsaye yana goyan bayan kowane misali, yana ba da izinin rarraba horo ta amfani da tsarin kamar Horovod.
Ƙirƙirar adadin GPUs akan yanayi ɗaya ko da yawa na iya taimakawa haɓaka haɓaka samfuri. Dandalin yana goyan bayan misalan GPU daga NVIDIA RTX 6000, Quadro RTX 6000, da Tesla V100s.
Pricing
Farashi yana farawa a $1.10 / awa don NVIDIA A100.
10. IBM Cloud GPU
IBM Cloud GPU yana amfani da cibiyar sadarwar da aka tarwatsa ta duniya don ba da hanyoyin zaɓin sabar uwar garken da kuma haɗin kai tare da gine-ginen girgije na IBM, APIs, da aikace-aikace.
Tare da Intel Xeon 4210, Xeon 5218, da Xeon 6248 GPU misalin, yana ba da zaɓin GPU na ƙaramin ƙarfe.
Kuna iya aiwatar da babban aiki, rashin jin daɗi, na musamman, da na yau da kullun na aiki kai tsaye akan kayan aikin uwar garken ta amfani da misalan ƙarfe-ƙarfe, kamar yadda za su iya tare da GPUs na kan gaba.
Don zaɓin uwar garken bare-karfe, suna kuma ba da misalai tare da NVIDIA T4 GPUs da Intel Xeon na'urori masu sarrafawa tare da nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan 40 da na'urorin sarrafa Intel Xeon suna da nau'ikan nau'ikan NVIDIA V100 da P100.
Pricing
Farashi yana farawa daga $514/wata don Intel Xeon4110.
Kammalawa
A ƙarshe, mafi kyawun sabis na GPU na girgije don AI sune waɗanda ke ba da albarkatun GPU masu ƙarfi, zaɓin farashi mai daidaitawa, da ƙima mai sauƙi.
Duk kamfanonin da ke ba da misalin GPU don ayyukan AI-AWS, NVIDIA, IBM, da GCP-suna da kyakkyawan layin samfur dangane da aiki da aiki.
Zaɓuɓɓuka mafi kyau a ƙarshe an ƙaddara ta wurin buƙatunku na musamman, matsalolin kuɗi, abubuwan more rayuwa da aka riga aka yi, da zaɓin masu siyarwa.
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