Your rig

H200 SXM · 141 GB

128 GB system RAM · Hopper · 4800 GB/s · 139.4 GB usable VRAM
Edit hardware Export as JSON

Context length

KV cache at f16, 32K tokens

Quality floor
Q8_0 — near-lossless Q6_K Q5_K_M Q4_K_M — recommended Q3_K_M Q2_K — damaged
KV cache type
System RAM (GB)
Runtime
Ollamallama.cppLM StudiovLLM

4 of 5 runtimes drive this device.

Allow CPU offload Include partial-offload fits

Offloaded layers run at 60 GB/s host bandwidth — expect single-digit tokens per second.

Which one should I actually run?

Best models for your H200 SXM

Updated 21 Aug 2026 5 new this week, 14 this month

What do you want to do? Each row is the best-ranked model on that use case's shortlist that fits at Q6_K and 32K. The ordering is editorial; the sizes and speeds are computed. How the shortlists work.

RecommendationModelWhyQuant · totalTok/s est.
Best overall Qwen3.8 27B New this week
Alibaba · Apache 2.0
Best capability per gigabyte: a current-generation dense 27B with vision and 262K context. Q6_K · 23.8 GB 137 Runs great
Best for coding Ling 3.0 Flash 124B-A5B New
inclusionAI · MIT
SWE-bench Pro 56.6 claimed at 5B active — the 128 GB-class coding pick if you cannot fit DeepSeek V4. Q6_K · 95.5 GB 287 Runs great
Best reasoning Ling 3.0 Flash 124B-A5B New
inclusionAI · MIT
AIME 93 claimed at 5B active; hybrid attention keeps long reasoning traces cheap. Q6_K · 95.5 GB 287 Runs great
Best for writing Llama 3.3 70B Instruct
Meta · Llama 3.3 Community
The creative-writing favourite: consistent voice, takes direction, handles fiction framing. Q6_K · 64.5 GB 54 Runs great
Best vision Qwen3.8 27B New this week
Alibaba · Apache 2.0
Image and video in, OSWorld 84 — the strongest local vision-language model at 24 GB. Q6_K · 23.8 GB 137 Runs great
Best for agents Ling 3.0 Flash 124B-A5B New
inclusionAI · MIT
Agentic workflows are what Ling 3.0 was trained for; MIT, 5B active. Q6_K · 95.5 GB 287 Runs great
Best translation Qwen3.8 27B New this week
Alibaba · Apache 2.0
119 languages, and Qwen translations read as idiomatic rather than literal. Q6_K · 23.8 GB 137 Runs great
Fastest good model Qwen3.6 35B-A3B
Alibaba · Apache 2.0
3.3B active per token: the fastest model that still competes with dense 27Bs. Q6_K · 28.6 GB 443 Runs great
Best long context Qwen3.8 27B New this week
Alibaba · Apache 2.0
262K native, and only 16 of 64 blocks keep a KV cache — long context is cheap here. Q6_K · 29.8 GB
at 128K context
137 Runs great

Everything that fits

Runs great

66 of 76 · fits with headroom for a longer prompt
ModelParamsQuantWeights +KV 32KTotal VRAM headroom Tok/sRuntime
Qwen3.5 122B-A10B 125B MoE / 10B act Q6_K 95.5 GB 0.75 GB 96.8 GB
42.6 GB free
146 Ollama Run
Nemotron 3 Super 120B-A12B 124B MoE / 12B act Q6_K 94.7 GB 0.25 GB 95.5 GB
43.9 GB free
122 llama.cpp Run
Ling 3.0 Flash 124B-A5B New 124B MoE / 5.1B act Q6_K 94.7 GB 0.25 GB 95.5 GB
43.9 GB free
287 llama.cpp Run
Mistral Small 4 119B-A6B 119B MoE / 6.5B act Q6_K 90.9 GB 0.70 GB 92.2 GB
47.2 GB free
225 llama.cpp Run
gpt-oss 120B 117B MoE / 5.1B act MXFP4 60.5 GB 1.13 GB 62.2 GB
77.2 GB free
423 Ollama Run
Llama 4 Scout 109B-A17B 109B MoE / 17B act Q6_K 83.2 GB 2.63 GB 86.5 GB
52.9 GB free
86 Ollama Run
Llama 3.3 70B Instruct 70.6B Q6_K 53.9 GB 10.00 GB 64.5 GB
74.9 GB free
54 Ollama Run
DeepSeek-R1-Distill-Llama 70B 70.6B Q6_K 53.9 GB 10.00 GB 64.5 GB
74.9 GB free
54 Ollama Run
Qwen3.6 35B-A3B 35.9B MoE / 3.3B act Q6_K 27.4 GB 0.63 GB 28.6 GB
110.8 GB free
443 Ollama Run
Ornith 1.5 35B-A3B New this week 35.9B MoE / 3.3B act Q6_K 27.4 GB 0.63 GB 28.6 GB
110.8 GB free
443 Ollama Run
LLM-jp 4 33B Thinking New this week 33.2B Q6_K 25.4 GB 8.00 GB 34.0 GB
105.4 GB free
115 llama.cpp Run
Qwen3 32B 32.8B Q6_K 25.0 GB 8.00 GB 33.6 GB
105.8 GB free
116 Ollama Run
DeepSeek-R1-Distill-Qwen 32B 32.8B Q6_K 25.0 GB 8.00 GB 33.6 GB
105.8 GB free
116 Ollama Run
Qwen2.5-Coder 32B 32.8B Q6_K 25.0 GB 8.00 GB 33.6 GB
105.8 GB free
116 Ollama Run
Olmo 3.1 32B Instruct 32.2B Q6_K 24.6 GB 2.75 GB 27.9 GB
111.5 GB free
118 Ollama Run
Nemotron 3.5 Lightning 30B-A3B New 31.6B MoE / 3.2B act Q6_K 24.1 GB 0.19 GB 24.9 GB
114.5 GB free
457 Ollama Run
Gemma 4 31B 31.3B Q6_K 23.9 GB 5.78 GB 30.3 GB
109.1 GB free
122 Ollama Run
GLM-4.7-Flash 30B-A3B 31.2B MoE / 3B act Q6_K 23.8 GB 1.65 GB 26.1 GB
113.3 GB free
488 Ollama Run
Qwen3 30B-A3B 30.5B MoE / 3.3B act Q6_K 23.3 GB 3.00 GB 26.9 GB
112.5 GB free
443 Ollama Run
Qwen3 Coder 30B-A3B 30.5B MoE / 3.3B act Q6_K 23.3 GB 3.00 GB 26.9 GB
112.5 GB free
443 Ollama Run
Muse Glimmer 30B New 29.8B Q6_K 22.8 GB 0.48 GB 23.8 GB
115.6 GB free
128 Ollama Run
Granite 4.1 30B 28.9B Q6_K 22.1 GB 8.00 GB 30.7 GB
108.7 GB free
132 Ollama Run
Qwen3.8 27B New this week 27.8B Q6_K 21.2 GB 2.00 GB 23.8 GB
115.6 GB free
137 Ollama Run
Qwen3.6 27B 27.8B Q6_K 21.2 GB 2.00 GB 23.8 GB
115.6 GB free
137 Ollama Run
Gemma 3 27B 27.4B Q6_K 20.9 GB 2.91 GB 24.4 GB
115.0 GB free
139 Ollama Run
Gemma 4 26B-A4B 26.5B MoE / 3.8B act Q6_K 20.2 GB 1.45 GB 22.3 GB
117.1 GB free
385 Ollama Run
Devstral Small 2 24B 24B Q6_K 18.3 GB 5.00 GB 23.9 GB
115.5 GB free
159 llama.cpp Run
Mistral Small 3.2 24B 23.6B Q6_K 18.0 GB 5.00 GB 23.6 GB
115.8 GB free
161 Ollama Run
gpt-oss 20B 20.9B MoE / 3.6B act MXFP4 10.8 GB 0.75 GB 12.2 GB
127.2 GB free
599 Ollama Run
Qwen3 14B 14.8B Q6_K 11.3 GB 5.00 GB 16.9 GB
122.5 GB free
257 Ollama Run
DeepSeek-R1-Distill-Qwen 14B 14.8B Q6_K 11.3 GB 6.00 GB 17.9 GB
121.5 GB free
257 Ollama Run
Qwen2.5-Coder 14B 14.8B Q6_K 11.3 GB 6.00 GB 17.9 GB
121.5 GB free
257 Ollama Run
Phi-4 14B 14.7B Q6_K 11.2 GB 3.13 GB 15.0 GB
124.4 GB free
259 Ollama Run
Ministral 3 14B 13.9B Q6_K 10.6 GB 5.00 GB 16.2 GB
123.2 GB free
274 Ollama Run
Gemma 3 12B 12.2B Q6_K 9.3 GB 2.31 GB 12.2 GB
127.2 GB free
312 Ollama Run
Mistral NeMo 12B 12.2B Q6_K 9.3 GB 5.00 GB 14.9 GB
124.5 GB free
312 Ollama Run
Gemma 4 12B 12B Q6_K 9.2 GB 2.31 GB 12.1 GB
127.3 GB free
317 Ollama Run
Qwen3.5 9B 9.65B Q6_K 7.4 GB 1.00 GB 9.0 GB
130.4 GB free
394 Ollama Run
Ornith 1.5 9B New this week 9.41B Q6_K 7.2 GB 1.00 GB 8.8 GB
130.6 GB free
404 Ollama Run
Ministral 3 8B 8.92B Q6_K 6.8 GB 4.25 GB 11.7 GB
127.7 GB free
427 Ollama Run
Granite 4.1 8B 8.79B Q6_K 6.7 GB 5.00 GB 12.3 GB
127.1 GB free
433 Ollama Run
LFM2.5 8B-A1B 8.47B MoE / 1.5B act Q6_K 6.5 GB 0.38 GB 7.4 GB
132.0 GB free
976 Ollama Run
Fara 7B 8.29B Q6_K 6.3 GB 1.75 GB 8.7 GB
130.7 GB free
459 llama.cpp Run
Qwen3 8B 8.19B Q6_K 6.3 GB 4.50 GB 11.4 GB
128.0 GB free
465 Ollama Run
Llama 3.1 8B Instruct 8.03B Q6_K 6.1 GB 4.00 GB 10.7 GB
128.7 GB free
474 Ollama Run
Gemma 4 E4B 8.0B Q6_K 6.1 GB 0.47 GB 7.2 GB
132.2 GB free
476 Ollama Run
Ling 3.0 Tiny 7.9B-A1.3B New 7.9B MoE / 1.3B act Q6_K 6.0 GB 0.21 GB 6.8 GB
132.6 GB free
1126 llama.cpp Run
DeepSeek-R1-Distill-Qwen 7B 7.62B Q6_K 5.8 GB 1.75 GB 8.2 GB
131.2 GB free
499 Ollama Run
Qwen2.5-Coder 7B 7.62B Q6_K 5.8 GB 1.75 GB 8.2 GB
131.2 GB free
499 Ollama Run
Olmo 3 7B Instruct 7.3B Q6_K 5.6 GB 5.50 GB 11.7 GB
127.7 GB free
521 Ollama Run
Mistral 7B Instruct v0.3 7.25B Q6_K 5.5 GB 4.00 GB 10.1 GB
129.3 GB free
525 Ollama Run
Gemma 4 E2B 5.1B Q6_K 3.9 GB 0.23 GB 4.7 GB
134.7 GB free
746 Ollama Run
Qwen3.5 4B 4.66B Q6_K 3.6 GB 1.00 GB 5.2 GB
134.2 GB free
816 Ollama Run
Gemma 3 4B 4.3B Q6_K 3.3 GB 0.86 GB 4.7 GB
134.7 GB free
885 Ollama Run
Qwen3 4B 4.02B Q6_K 3.1 GB 4.50 GB 8.2 GB
131.2 GB free
946 Ollama Run
Ministral 3 3B 3.85B Q6_K 2.9 GB 3.25 GB 6.8 GB
132.6 GB free
988 Ollama Run
Phi-4-mini 3.8B 3.84B Q6_K 2.9 GB 4.00 GB 7.5 GB
131.9 GB free
991 Ollama Run
Granite 4.1 3B 3.4B Q6_K 2.6 GB 2.50 GB 5.7 GB
133.7 GB free
1119 Ollama Run
Llama 3.2 3B Instruct 3.21B Q6_K 2.5 GB 3.50 GB 6.6 GB
132.8 GB free
1185 Ollama Run
LFM2.5 2.6B New 2.7B Q6_K 2.1 GB 0.50 GB 3.2 GB
136.2 GB free
1409 llama.cpp Run
Qwen3.5 2B 2.27B Q6_K 1.7 GB 0.38 GB 2.7 GB
136.7 GB free
1676 Ollama Run
Qwen3 1.7B 1.72B Q6_K 1.3 GB 3.50 GB 5.4 GB
134.0 GB free
2212 Ollama Run
Llama 3.2 1B Instruct 1.24B Q6_K 0.9 GB 1.00 GB 2.5 GB
136.9 GB free
3068 Ollama Run
Gemma 3 1B 1.0B Q6_K 0.8 GB 0.14 GB 1.5 GB
137.9 GB free
3805 Ollama Run
Qwen3.5 0.8B 0.87B Q6_K 0.7 GB 0.38 GB 1.6 GB
137.8 GB free
4373 Ollama Run
Qwen3 0.6B 0.6B Q6_K 0.5 GB 3.50 GB 4.6 GB
134.8 GB free
6341 Ollama Run

Won't fit in VRAM

10 models · some are possible with CPU offload
ModelParamsQuantWeights +KV 32KTotal Over budget Tok/sRuntime
DeepSeek V4 Flash 284B-A13B New 284B MoE / 13B act Q6_K 216.9 GB 1.51 GB 219.0 GB +79.6 GB ~3.8 llama.cpp Why
Qwen3 235B-A22B 235B MoE / 22B act Q6_K 179.5 GB 5.88 GB 185.9 GB +46.5 GB ~3.1 llama.cpp Why
Kimi K3 2.8T-A104B New 2780B MoE / 104B act Q6_K 2123.0 GB 0.84 GB 2124.5 GB +1985.1 GB ~0.2 llama.cpp Why
Qwen3.8 2.4T-A95B New 2446B MoE / 95B act Q6_K 1868.0 GB 2.88 GB 1871.4 GB +1732.0 GB ~0.2 llama.cpp Why
DeepSeek V4 Pro 1.6T-A49B New 1650B MoE / 49B act Q6_K 1260.1 GB 2.14 GB 1262.8 GB +1123.4 GB ~0.4 llama.cpp Why
Kimi K2.6 1T-A32B 1027B MoE / 32B act Q6_K 784.3 GB 2.14 GB 787.0 GB +647.6 GB ~0.7 llama.cpp Why
GLM-5.2 744B-A40B 753B MoE / 40B act Q6_K 575.1 GB 2.74 GB 578.4 GB +439.0 GB ~0.6 llama.cpp Why
DeepSeek-R1 671B 671B MoE / 37B act Q6_K 512.4 GB 2.14 GB 515.2 GB +375.8 GB ~0.7 llama.cpp Why
Qwen3.5 397B-A17B 403B MoE / 17B act Q6_K 307.8 GB 0.94 GB 309.3 GB +169.9 GB ~1.9 llama.cpp Why
Ornith 1.5 397B-A17B New this week 397B MoE / 17B act Q6_K 303.2 GB 0.94 GB 304.7 GB +165.3 GB ~2.0 llama.cpp Why

Totals = quantised weights + f16 KV cache at 32K tokens + 0.6 GB runtime overhead, against 139.4 GB usable VRAM (141 GB less display and driver reserve). Tokens per second are estimated from 4800 GB/s peak memory bandwidth at batch 1 — not measured. Read the method.