Intee in le'eg ayuu H200 NVL ka dheereeyaa H100 NVL?

Astaamaha la qoray labaduba waxay leeyihiin 48.3 TFLOPS FP32, laakiin H200 NVL wuxuu leeyahay 140 GB halkii uu ka noqon lahaa 94 GB, iyo 3884 GB/s halkii uu ka noqon lahaa 3381 GB/s. Shaqada LLM ee ku xiran xusuusta ayaa sida ugu badan uga faa'iideysata; howlaha xisaabinta saafiga ah farqi yar ayay arkaan.

Moodeelka 70B ma ku qaadaa 16-bit aaladda H200 NVL?

Dirqi: Culeyska 70B ee 16-bit wuxuu qaadanayaa qiyaastii 140 GB, taas oo aan waxba u reebayn KV cache. Ficil ahaan, ku wad 70B nooca 8-bit ama qaabka FP8-style quantization oo isticmaal xusuusta soo hartay meel aad xogta (context) ku hayso.

Yaa mudan inuu kireysto H200 NVL halkii uu ka kireysan lahaa labo GPU oo ka yaryar?

Kooxaha moodeelkoodu ku filan yahay hal kaar oo 140 GB ah waxay ka badbaadayaan habaynta tensor-parallel, isku gudubka xogta GPU-yada iyo cilad-bixinta GPU-yada badan. Hal GPU oo weyn ayaa badanaa aad uga fudud uguna dhakhso badan shaqo-socodsiinta.

Sideen H200 NVL uga kireystaa Cloudj?

Dooro qaab (template), ka dooro habeynta H200 NVL xogta tooska ah ee diyaarka ah, xaqiiji qiimaha oo ka sameyso server-ka hadhaaga xisaabtaada. Ku xirnow SSH ama barta terminal-ka ee browser-ka.

GPU Cloud · NVIDIA · Hopper

Kireyso GPU NVIDIA H200 NVL oo leh 140 GB VRAM

Ka kireyso saacaddiiba adeegyada daruuriga ah ee GPU-ga H200 NVL aaladda Cloudj: 140 GB VRAM, NVIDIA Hopper iyo xawaaraha xusuusta oo ku dhow 3884 GB/s, taas oo ah GPU-ga ugu xusuusta weyn liiskayaga. Waxaa loo dhisay kooxaha adeegsada noocyada moodeellada 70B oo leh saxnaan sare ama xog aad u dheer (contexts), isagoo leh 48.3 TFLOPS FP32 iyo awood koronto oo dhan 600 W. Dooro qaabka vLLM ama SGLang, dooro nooca H200 NVL ee diyaar ah oo toos ugu xirnow SSH.

Kireyso H200 NVL Dhammaan GPU-yada

Faahfaahinta farsamo ee H200 NVL

VRAM GPU kasta

140 GB

Qaab-dhismeedka

NVIDIA Hopper

Awoodda xisaabinta (Compute capability)

Xisaabinta FP32

≈ 48.3 TFLOPS

Xawaaraha xusuusta (Memory bandwidth)

≈ 3884 GB/s

Xadka awoodda korontada

600 W

Qiyamka ay soo sheegeen bixiyaha kaabayaasha ee mashiinnada hadda liiska ku jira; waxqabadka dhabta ahi wuu ku kala duwanaan karaa mashiin kasta.

Habaynta tooska ah iyo qiimaha H200 NVL

Kaydka iyo qiimaha tooska ah, oo si joogto ah loo cusbooneysiiyo. Qiimaha ugu dambeeya waxaa la xaqiijiyaa ka hor intaadan dalban.

Kireyso hadda

Waxa aad ku dhex wadi karto cloud GPU-ga H200 NVL

Moodeellada heerka 70B oo ku dhow saxnaanta buuxda

140 GB waxay ku qaadaysaa moodeelka 70B oo ah 8-bit oo wata KV cache weyn, ama ku dhow cabbirka 16-bit, hal GPU oo keliya dushiisa.

Adeegsiga xogta dheer (long-context)

3884 GB/s waxay xawaaraha fasiraadda (decoding) ka dhigaysaa mid degdeg ah inta xusuusta dheeraadka ahi ay qaadayso weydiimo dhaadheer iyo fadhiyo badan oo is-garab socda.

Tababarka (fine-tuning) moodeellada 70B ee loo adeegsado QLoRA

Ku wad 70B QLoRA taxaneyaal dhaadheer iyo xirmooyin waaweyn oo ka badan inta kaarka 80 GB uu ogolaado.

Tijaabooyinka Mixture-of-experts (MoE)

Moodeellada MoE waxay leeyihiin culeysyo guud oo waaweyn; 140 GB waxay kuu oggolaanaysaa inaad shubato qaybo ballaaran oo khubaro ah si aad u tijaabiso adigoon u qaybin (sharding).

H200 NVL ma yahay GPU-ga ku habboon culeyska shaqadaada?

Dooro H200 NVL marka caqabaddaada koowaad ay tahay awoodda VRAM-ka iyo xawaaraha xusuusta, gaar ahaan si aad moodeello waaweyn ugu martigeliso hal kaar dushiisa. Haddii aad waddo howlo falanqeyn oo fudud, samaynta sawirrada caadiga ah, ama shaqooyin horumarineed oo aan u baahnayn 140 GB oo xusuus ah, workstation ka yar ama GPU-yada caadiga ah ee macaamiisha ayaa ah doorasho aad uga habboon.

H200 NVL vs cloud GPU-yada la midka ah

GPU	VRAM GPU kasta	Xisaabinta FP32	Xadka awoodda korontada
NVIDIA H200 NVL	140 GB	≈ 48.3 TFLOPS	600 W
NVIDIA H100 NVL	94 GB	≈ 48.3 TFLOPS	400 W	Faahfaahin →
NVIDIA H100 SXM	80 GB	≈ 53.5 TFLOPS	700 W	Faahfaahin →
NVIDIA H100 PCIE	80 GB	≈ 41 TFLOPS	350 W	Faahfaahin →
NVIDIA A800 PCIE	80 GB	≈ 15.6 TFLOPS	300 W	Faahfaahin →

Cloud GPU-ga H200 NVL: su'aalaha inta badan la isweydiiyo

Kireyso cloud GPU-ga H200 NVL saacaddii

Dooro template, xulo qaabeyn toos ah, kuna xirnow SSH ama terminal-ka browser-ka. Lacag-bixintu waxay joogsanaysaa marka aad tirtirto GPU-ga.

Kireyso H200 NVL Dhammaan GPU-yada