H100 NVL vs H100 SXM: keebaa dheereeya?

Soo saarista LLM-ka (decoding), H100 NVL waxaa lagu qeexay xusuus badan (94 GB vs 80 GB) iyo bandwidth dheeri ah (3381 GB/s vs 2869 GB/s). H100 SXM waxay leedahay FP32 ka sarreeya oo ah 53.5 TFLOPS iyo xadka 700 W, sidaas darteed waxay ku habboon tahay tababarka xisaabinta culus u baahan.

Ma ku wadi karaa moodel 70B oo ah 16-bit gudaha H100 NVL?

Maya. Miisaannada 16-bit 70B waxay u baahan yihiin qiyaastii 140 GB. 94 GB dushiisa, waxaad ku wadi kartaa 70B oo loo quantized gareeyay 4 ama 8 bits; xagga 16-bit 70B, H200 NVL ee wadata 140 GB ayaa ah midda ugu habboon.

Hopper ma u baahan yahay software gaar ah?

Hopper wuxuu leeyahay awoodda xisaabinta 9.0 wuxuuna kaxeeyaa noocyadii ugu dambeeyay ee CUDA, PyTorch, vLLM iyo SGLang. Template-yada Cloudj waxay muujiyaan nooca ugu yar ee CUDA ee loo baahan yahay, waxaana template kasta loo fidiyaa oo keliya GPU-yada la jaanqaadi kara.

Sidee u shaqeysaa biil bixinta H100 NVL?

Bixi saacaddii inta server-ku socdo adoo ka goynaya baaqigaaga Cloudj, ama dooro wareeg bille ah ama ka dheer. Console-ka ayaa xaqiijinaya qiimaha ka hor inta aadan dalban, server-ka saacaddii ku shaqeeya ee la joojiyayna waxaa laga qaadaa oo keliya lacagta disk-igiisa.

GPU Cloud · NVIDIA · Hopper

Kireyso GPU NVIDIA H100 NVL oo leh 94 GB VRAM

Kirooso saacaddii server-yada cloud GPU ee H100 NVL gudaha Cloudj: 94 GB VRAM, NVIDIA Hopper iyo xawaaraha xusuusta oo gaaraya ilaa 3381 GB/s ee loogu talagalay soo saarista moodellada waaweyn (large-model inference). Waxaa loo dhisay kooxaha LLM ee u baahan xusuus ka badan tan 80 GB H100 iyo furfurid aad uga dheereysa (decoding), waxay bixisaa 48.3 TFLOPS FP32 iyadoo ku shaqeyneysa xadka awoodda 400 W. Bilow template vLLM ama SGLang ah, dooro qaabeynta tooska ah ee H100 NVL oo kaga xirnow SSH.

Kireyso H100 NVL Dhammaan GPU-yada

Faahfaahinta farsamo ee H100 NVL

VRAM GPU kasta

94 GB

Qaab-dhismeedka

NVIDIA Hopper

Awoodda xisaabinta (Compute capability)

Xisaabinta FP32

≈ 48.3 TFLOPS

Xawaaraha xusuusta (Memory bandwidth)

≈ 3381 GB/s

Xadka awoodda korontada

400 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 H100 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 H100 NVL

Bixinta LLM-yada xawaarahoodu sarreeyo

3381 GB/s ee bandwidth-ka ah wuxuu kordhiyaa xawaaraha soo saarista token-yada, 94 GB-na waxay hal GPU ku haysaa moodel 70B oo la quantized gareeyay iyo KV cache ballaaran.

Dhuumaha macnaha dheer (long-context) iyo RAG

14 GB ee dheeraadka ah marka lala barbar dhigo kaarka 80 GB waxay si toos ah u aadeysaa dhererka macnaha qoraalka (context length) iyo codsiyada isku mar socda.

Hufidda (fine-tuning) moodellada 30B–70B

Ku wad LoRA moodellada fasalka 30B ee BF16 ama QLoRA moodellada fasalka 70B adoo adeegsanaya Unsloth oo ku shaqeynaya hal Hopper GPU.

Qiimeynta moodellada ee baaxadda ballaaran

Si degdeg ah ugu wad baaritaannada benchmark-ka iyo qiimeynta A/B ee dhammaan checkpoints-ka, ka dibna tirtir server-ka marka natiijooyinka la helo.

H100 NVL ma yahay GPU-ga ku habboon culeyska shaqadaada?

Dooro H100 NVL marka culeysyadaada shaqo ee AI ama xisaabinta ay u baahan yihiin xusuus ka badan inta ay bixiyaan kaadhadhka caadiga ah ee xarumaha xogta (datacenters), ilaa 94 GB oo VRAM ah. GPU yar oo workstation ah ama midka macaamiisha ayaa doorasho fiican u ah horumarinta iyo inference-ka fudud, halka nidaamka multi-GPU ama heer xusuuseed weyn ay lagama maarmaan yihiin haddii moodelladaadu ay ka badan yihiin 94 GB.

H100 NVL vs cloud GPU-yada la midka ah

GPU	VRAM GPU kasta	Xisaabinta FP32	Xadka awoodda korontada
NVIDIA H100 NVL	94 GB	≈ 48.3 TFLOPS	400 W
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 →
NVIDIA CMP 170HX	64 GB	≈ 12.1 TFLOPS	250 W	Faahfaahin →

Cloud GPU-ga H100 NVL: su'aalaha inta badan la isweydiiyo

Kireyso cloud GPU-ga H100 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 H100 NVL Dhammaan GPU-yada