Your rig

Instinct MI210 · 64 GB

128 GB system RAM · CDNA 2 · 1638 GB/s · 62.4 GB usable VRAM
Edit hardware Export as JSON

Context length

KV cache at f16, 8K 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 Instinct MI210

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 Q5_K_M and 8K. 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. Q5_K_M · 19.5 GB 54 Runs great
Best for coding Qwen3.8 27B New this week
Alibaba · Apache 2.0
Terminal-Bench 73, DeepSWE 42 — a generation ahead of anything else that fits 24 GB. Q5_K_M · 19.5 GB 54 Runs great
Best reasoning Gemma 4 31B
Google · Apache 2.0
89% AIME — the strongest maths of any model under 32B. Q5_K_M · 23.3 GB 48 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. Q5_K_M · 49.7 GB 21 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. Q5_K_M · 19.5 GB 54 Runs great
Best for agents Qwen3.8 27B New this week
Alibaba · Apache 2.0
Computer use and tool calling are what 3.8 was trained for (OSWorld 84). Q5_K_M · 19.5 GB 54 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. Q5_K_M · 19.5 GB 54 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. Q5_K_M · 24.5 GB 175 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. Q5_K_M · 27.0 GB
at 128K context
54 Runs great

Everything that fits

Runs great

60 of 76 · fits with headroom for a longer prompt
ModelParamsQuantWeights +KV 8KTotal VRAM headroom Tok/sRuntime
Llama 3.3 70B Instruct 70.6B Q5_K_M 46.6 GB 2.50 GB 49.7 GB
12.7 GB free
21 Ollama Run
DeepSeek-R1-Distill-Llama 70B 70.6B Q5_K_M 46.6 GB 2.50 GB 49.7 GB
12.7 GB free
21 Ollama Run
Qwen3.6 35B-A3B 35.9B MoE / 3.3B act Q5_K_M 23.7 GB 0.16 GB 24.5 GB
37.9 GB free
175 Ollama Run
Ornith 1.5 35B-A3B New this week 35.9B MoE / 3.3B act Q5_K_M 23.7 GB 0.16 GB 24.5 GB
37.9 GB free
175 Ollama Run
LLM-jp 4 33B Thinking New this week 33.2B Q5_K_M 21.9 GB 2.00 GB 24.5 GB
37.9 GB free
45 llama.cpp Run
Qwen3 32B 32.8B Q5_K_M 21.7 GB 2.00 GB 24.3 GB
38.1 GB free
46 Ollama Run
DeepSeek-R1-Distill-Qwen 32B 32.8B Q5_K_M 21.7 GB 2.00 GB 24.3 GB
38.1 GB free
46 Ollama Run
Qwen2.5-Coder 32B 32.8B Q5_K_M 21.7 GB 2.00 GB 24.3 GB
38.1 GB free
46 Ollama Run
Olmo 3.1 32B Instruct 32.2B Q5_K_M 21.3 GB 1.25 GB 23.1 GB
39.3 GB free
47 Ollama Run
Nemotron 3.5 Lightning 30B-A3B New 31.6B MoE / 3.2B act Q5_K_M 20.9 GB 0.05 GB 21.5 GB
40.9 GB free
181 Ollama Run
Gemma 4 31B 31.3B Q5_K_M 20.7 GB 2.03 GB 23.3 GB
39.1 GB free
48 Ollama Run
GLM-4.7-Flash 30B-A3B 31.2B MoE / 3B act Q5_K_M 20.6 GB 0.41 GB 21.6 GB
40.8 GB free
193 Ollama Run
Qwen3 30B-A3B 30.5B MoE / 3.3B act Q5_K_M 20.1 GB 0.75 GB 21.5 GB
40.9 GB free
175 Ollama Run
Qwen3 Coder 30B-A3B 30.5B MoE / 3.3B act Q5_K_M 20.1 GB 0.75 GB 21.5 GB
40.9 GB free
175 Ollama Run
Muse Glimmer 30B New 29.8B Q5_K_M 19.7 GB 0.18 GB 20.4 GB
42.0 GB free
50 Ollama Run
Granite 4.1 30B 28.9B Q5_K_M 19.1 GB 2.00 GB 21.7 GB
40.7 GB free
52 Ollama Run
Qwen3.8 27B New this week 27.8B Q5_K_M 18.4 GB 0.50 GB 19.5 GB
42.9 GB free
54 Ollama Run
Qwen3.6 27B 27.8B Q5_K_M 18.4 GB 0.50 GB 19.5 GB
42.9 GB free
54 Ollama Run
Gemma 3 27B 27.4B Q5_K_M 18.1 GB 1.03 GB 19.7 GB
42.7 GB free
55 Ollama Run
Gemma 4 26B-A4B 26.5B MoE / 3.8B act Q5_K_M 17.5 GB 0.51 GB 18.6 GB
43.8 GB free
152 Ollama Run
Devstral Small 2 24B 24B Q5_K_M 15.8 GB 1.25 GB 17.7 GB
44.7 GB free
63 llama.cpp Run
Mistral Small 3.2 24B 23.6B Q5_K_M 15.6 GB 1.25 GB 17.4 GB
45.0 GB free
64 Ollama Run
gpt-oss 20B 20.9B MoE / 3.6B act MXFP4 10.8 GB 0.19 GB 11.6 GB
50.8 GB free
204 Ollama Run
Qwen3 14B 14.8B Q5_K_M 9.8 GB 1.25 GB 11.6 GB
50.8 GB free
102 Ollama Run
DeepSeek-R1-Distill-Qwen 14B 14.8B Q5_K_M 9.8 GB 1.50 GB 11.9 GB
50.5 GB free
102 Ollama Run
Qwen2.5-Coder 14B 14.8B Q5_K_M 9.8 GB 1.50 GB 11.9 GB
50.5 GB free
102 Ollama Run
Phi-4 14B 14.7B Q5_K_M 9.7 GB 1.56 GB 11.9 GB
50.5 GB free
102 Ollama Run
Ministral 3 14B 13.9B Q5_K_M 9.2 GB 1.25 GB 11.0 GB
51.4 GB free
108 Ollama Run
Gemma 3 12B 12.2B Q5_K_M 8.1 GB 0.81 GB 9.5 GB
52.9 GB free
123 Ollama Run
Mistral NeMo 12B 12.2B Q5_K_M 8.1 GB 1.25 GB 9.9 GB
52.5 GB free
123 Ollama Run
Gemma 4 12B 12B Q5_K_M 7.9 GB 0.81 GB 9.3 GB
53.1 GB free
125 Ollama Run
Qwen3.5 9B 9.65B Q5_K_M 6.4 GB 0.25 GB 7.2 GB
55.2 GB free
156 Ollama Run
Ornith 1.5 9B New this week 9.41B Q5_K_M 6.2 GB 0.25 GB 7.1 GB
55.3 GB free
160 Ollama Run
Ministral 3 8B 8.92B Q5_K_M 5.9 GB 1.06 GB 7.6 GB
54.8 GB free
168 Ollama Run
Granite 4.1 8B 8.79B Q5_K_M 5.8 GB 1.25 GB 7.7 GB
54.7 GB free
171 Ollama Run
LFM2.5 8B-A1B 8.47B MoE / 1.5B act Q5_K_M 5.6 GB 0.09 GB 6.3 GB
56.1 GB free
385 Ollama Run
Fara 7B 8.29B Q5_K_M 5.5 GB 0.44 GB 6.5 GB
55.9 GB free
181 llama.cpp Run
Qwen3 8B 8.19B Q5_K_M 5.4 GB 1.13 GB 7.1 GB
55.3 GB free
183 Ollama Run
Llama 3.1 8B Instruct 8.03B Q5_K_M 5.3 GB 1.00 GB 6.9 GB
55.5 GB free
187 Ollama Run
Gemma 4 E4B 8.0B Q5_K_M 5.3 GB 0.14 GB 6.0 GB
56.4 GB free
188 Ollama Run
Ling 3.0 Tiny 7.9B-A1.3B New 7.9B MoE / 1.3B act Q5_K_M 5.2 GB 0.05 GB 5.9 GB
56.5 GB free
444 llama.cpp Run
DeepSeek-R1-Distill-Qwen 7B 7.62B Q5_K_M 5.0 GB 0.44 GB 6.1 GB
56.3 GB free
197 Ollama Run
Qwen2.5-Coder 7B 7.62B Q5_K_M 5.0 GB 0.44 GB 6.1 GB
56.3 GB free
197 Ollama Run
Olmo 3 7B Instruct 7.3B Q5_K_M 4.8 GB 2.50 GB 7.9 GB
54.5 GB free
206 Ollama Run
Mistral 7B Instruct v0.3 7.25B Q5_K_M 4.8 GB 1.00 GB 6.4 GB
56.0 GB free
207 Ollama Run
Gemma 4 E2B 5.1B Q5_K_M 3.4 GB 0.07 GB 4.0 GB
58.4 GB free
295 Ollama Run
Qwen3.5 4B 4.66B Q5_K_M 3.1 GB 0.25 GB 3.9 GB
58.5 GB free
322 Ollama Run
Gemma 3 4B 4.3B Q5_K_M 2.8 GB 0.30 GB 3.7 GB
58.7 GB free
349 Ollama Run
Qwen3 4B 4.02B Q5_K_M 2.7 GB 1.13 GB 4.4 GB
58.0 GB free
374 Ollama Run
Ministral 3 3B 3.85B Q5_K_M 2.5 GB 0.81 GB 4.0 GB
58.4 GB free
390 Ollama Run
Phi-4-mini 3.8B 3.84B Q5_K_M 2.5 GB 1.00 GB 4.1 GB
58.3 GB free
391 Ollama Run
Granite 4.1 3B 3.4B Q5_K_M 2.2 GB 0.63 GB 3.5 GB
58.9 GB free
442 Ollama Run
Llama 3.2 3B Instruct 3.21B Q5_K_M 2.1 GB 0.88 GB 3.6 GB
58.8 GB free
468 Ollama Run
LFM2.5 2.6B New 2.7B Q5_K_M 1.8 GB 0.13 GB 2.5 GB
59.9 GB free
556 llama.cpp Run
Qwen3.5 2B 2.27B Q5_K_M 1.5 GB 0.09 GB 2.2 GB
60.2 GB free
662 Ollama Run
Qwen3 1.7B 1.72B Q5_K_M 1.1 GB 0.88 GB 2.6 GB
59.8 GB free
873 Ollama Run
Llama 3.2 1B Instruct 1.24B Q5_K_M 0.8 GB 0.25 GB 1.7 GB
60.7 GB free
1211 Ollama Run
Gemma 3 1B 1.0B Q5_K_M 0.7 GB 0.04 GB 1.3 GB
61.1 GB free
1502 Ollama Run
Qwen3.5 0.8B 0.87B Q5_K_M 0.6 GB 0.09 GB 1.3 GB
61.1 GB free
1727 Ollama Run
Qwen3 0.6B 0.6B Q5_K_M 0.4 GB 0.88 GB 1.9 GB
60.5 GB free
2504 Ollama Run

Runs — tight

1 model · fits at 8K, drop context or quant to go longer
ModelParamsQuantWeights +KV 8KTotal VRAM headroom Tok/sRuntime
gpt-oss 120B 117B MoE / 5.1B act MXFP4 60.5 GB 0.29 GB 61.4 GB
1.0 GB free
144 llama.cpp Run

Won't fit in VRAM

15 models · some are possible with CPU offload
ModelParamsQuantWeights +KV 8KTotal Over budget Tok/sRuntime
Qwen3 235B-A22B 235B MoE / 22B act Q5_K_M 155.1 GB 1.47 GB 157.2 GB +94.8 GB ~1.5 llama.cpp Why
Qwen3.5 122B-A10B 125B MoE / 10B act Q5_K_M 82.5 GB 0.19 GB 83.3 GB +20.9 GB ~7.5 llama.cpp Why
Nemotron 3 Super 120B-A12B 124B MoE / 12B act Q5_K_M 81.8 GB 0.06 GB 82.5 GB +20.1 GB ~6.5 llama.cpp Why
Ling 3.0 Flash 124B-A5B New 124B MoE / 5.1B act Q5_K_M 81.8 GB 0.06 GB 82.5 GB +20.1 GB ~15 llama.cpp Why
Mistral Small 4 119B-A6B 119B MoE / 6.5B act Q5_K_M 78.5 GB 0.18 GB 79.3 GB +16.9 GB ~13 llama.cpp Why
Llama 4 Scout 109B-A17B 109B MoE / 17B act Q5_K_M 71.9 GB 1.50 GB 74.0 GB +11.6 GB ~6.5 llama.cpp Why
Kimi K3 2.8T-A104B New 2780B MoE / 104B act Q5_K_M 1835.0 GB 0.21 GB 1835.8 GB +1773.4 GB ~0.2 llama.cpp Why
Qwen3.8 2.4T-A95B New 2446B MoE / 95B act Q5_K_M 1614.5 GB 0.72 GB 1615.9 GB +1553.5 GB ~0.2 llama.cpp Why
DeepSeek V4 Pro 1.6T-A49B New 1650B MoE / 49B act Q5_K_M 1089.1 GB 0.54 GB 1090.3 GB +1027.9 GB ~0.5 llama.cpp Why
Kimi K2.6 1T-A32B 1027B MoE / 32B act Q5_K_M 677.9 GB 0.54 GB 679.0 GB +616.6 GB ~0.7 llama.cpp Why
GLM-5.2 744B-A40B 753B MoE / 40B act Q5_K_M 497.0 GB 0.69 GB 498.3 GB +435.9 GB ~0.6 llama.cpp Why
DeepSeek-R1 671B 671B MoE / 37B act Q5_K_M 442.9 GB 0.54 GB 444.0 GB +381.6 GB ~0.7 llama.cpp Why
Qwen3.5 397B-A17B 403B MoE / 17B act Q5_K_M 266.0 GB 0.23 GB 266.8 GB +204.4 GB ~1.6 llama.cpp Why
Ornith 1.5 397B-A17B New this week 397B MoE / 17B act Q5_K_M 262.0 GB 0.23 GB 262.9 GB +200.5 GB ~1.6 llama.cpp Why
DeepSeek V4 Flash 284B-A13B New 284B MoE / 13B act Q5_K_M 187.5 GB 0.38 GB 188.4 GB +126.0 GB ~2.4 llama.cpp Why

Totals = quantised weights + f16 KV cache at 8K tokens + 0.6 GB runtime overhead, against 62.4 GB usable VRAM (64 GB less display and driver reserve). Tokens per second are estimated from 1638 GB/s peak memory bandwidth at batch 1 — not measured. Read the method.