Your rig
Instinct MI210 · 64 GB
32 GB system RAM · CDNA 2 · 1638 GB/s · 62.4 GB usable VRAM
Which one should I actually run?
Best models for your Instinct MI210
What do you want to do? Each row is the best-ranked model on that use case's shortlist that fits at Q2_K and 4K. The ordering is editorial; the sizes and speeds are computed. How the shortlists work.
All
General assistantCodingReasoning & mathsWritingVisionAgents & tool useTranslationLow latencyLong context
| Recommendation | Model | Why | Quant · total | Tok/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. | Q2_K · 11.7 GB | 91 | 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. | Q2_K · 49.0 GB | 192 | 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. | Q2_K · 49.0 GB | 192 | 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. | Q2_K · 29.4 GB | 36 | 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. | Q2_K · 11.7 GB | 91 | 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. | Q2_K · 49.0 GB | 192 | 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. | Q2_K · 11.7 GB | 91 | 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. | Q2_K · 14.7 GB | 296 | 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. | Q2_K · 19.4 GB at 128K context |
91 | Runs great |
Everything that fits
Runs great
65 of 76 · fits with headroom for a longer prompt| Model | Params | Quant | Weights | +KV 4K | Total | VRAM headroom | Tok/s | Runtime | |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 122B-A10B | 125B MoE / 10B act | Q2_K | 48.7 GB | 0.09 GB | 49.4 GB |
13.0 GB free
|
98 | Ollama | Run |
| Nemotron 3 Super 120B-A12B | 124B MoE / 12B act | Q2_K | 48.4 GB | 0.03 GB | 49.0 GB |
13.4 GB free
|
81 | llama.cpp | Run |
| Ling 3.0 Flash 124B-A5B New | 124B MoE / 5.1B act | Q2_K | 48.4 GB | 0.03 GB | 49.0 GB |
13.4 GB free
|
192 | llama.cpp | Run |
| Mistral Small 4 119B-A6B | 119B MoE / 6.5B act | Q2_K | 46.4 GB | 0.09 GB | 47.1 GB |
15.3 GB free
|
150 | llama.cpp | Run |
| Llama 4 Scout 109B-A17B | 109B MoE / 17B act | Q2_K | 42.5 GB | 0.75 GB | 43.9 GB |
18.5 GB free
|
58 | Ollama | Run |
| Llama 3.3 70B Instruct | 70.6B | Q2_K | 27.5 GB | 1.25 GB | 29.4 GB |
33.0 GB free
|
36 | Ollama | Run |
| DeepSeek-R1-Distill-Llama 70B | 70.6B | Q2_K | 27.5 GB | 1.25 GB | 29.4 GB |
33.0 GB free
|
36 | Ollama | Run |
| Qwen3.6 35B-A3B | 35.9B MoE / 3.3B act | Q2_K | 14.0 GB | 0.08 GB | 14.7 GB |
47.7 GB free
|
296 | Ollama | Run |
| Ornith 1.5 35B-A3B New this week | 35.9B MoE / 3.3B act | Q2_K | 14.0 GB | 0.08 GB | 14.7 GB |
47.7 GB free
|
296 | Ollama | Run |
| LLM-jp 4 33B Thinking New this week | 33.2B | Q2_K | 12.9 GB | 1.00 GB | 14.5 GB |
47.9 GB free
|
77 | llama.cpp | Run |
| Qwen3 32B | 32.8B | Q2_K | 12.8 GB | 1.00 GB | 14.4 GB |
48.0 GB free
|
78 | Ollama | Run |
| DeepSeek-R1-Distill-Qwen 32B | 32.8B | Q2_K | 12.8 GB | 1.00 GB | 14.4 GB |
48.0 GB free
|
78 | Ollama | Run |
| Qwen2.5-Coder 32B | 32.8B | Q2_K | 12.8 GB | 1.00 GB | 14.4 GB |
48.0 GB free
|
78 | Ollama | Run |
| Olmo 3.1 32B Instruct | 32.2B | Q2_K | 12.6 GB | 1.00 GB | 14.2 GB |
48.2 GB free
|
79 | Ollama | Run |
| Nemotron 3.5 Lightning 30B-A3B New | 31.6B MoE / 3.2B act | Q2_K | 12.3 GB | 0.02 GB | 12.9 GB |
49.5 GB free
|
306 | Ollama | Run |
| Gemma 4 31B | 31.3B | Q2_K | 12.2 GB | 1.41 GB | 14.2 GB |
48.2 GB free
|
81 | Ollama | Run |
| GLM-4.7-Flash 30B-A3B | 31.2B MoE / 3B act | Q2_K | 12.2 GB | 0.21 GB | 13.0 GB |
49.4 GB free
|
326 | Ollama | Run |
| Qwen3 30B-A3B | 30.5B MoE / 3.3B act | Q2_K | 11.9 GB | 0.38 GB | 12.9 GB |
49.5 GB free
|
296 | Ollama | Run |
| Qwen3 Coder 30B-A3B | 30.5B MoE / 3.3B act | Q2_K | 11.9 GB | 0.38 GB | 12.9 GB |
49.5 GB free
|
296 | Ollama | Run |
| Muse Glimmer 30B New | 29.8B | Q2_K | 11.6 GB | 0.13 GB | 12.3 GB |
50.1 GB free
|
85 | Ollama | Run |
| Granite 4.1 30B | 28.9B | Q2_K | 11.3 GB | 1.00 GB | 12.9 GB |
49.5 GB free
|
88 | Ollama | Run |
| Qwen3.8 27B New this week | 27.8B | Q2_K | 10.8 GB | 0.25 GB | 11.7 GB |
50.7 GB free
|
91 | Ollama | Run |
| Qwen3.6 27B | 27.8B | Q2_K | 10.8 GB | 0.25 GB | 11.7 GB |
50.7 GB free
|
91 | Ollama | Run |
| Gemma 3 27B | 27.4B | Q2_K | 10.7 GB | 0.72 GB | 12.0 GB |
50.4 GB free
|
93 | Ollama | Run |
| Gemma 4 26B-A4B | 26.5B MoE / 3.8B act | Q2_K | 10.3 GB | 0.35 GB | 11.3 GB |
51.1 GB free
|
257 | Ollama | Run |
| Devstral Small 2 24B | 24B | Q2_K | 9.4 GB | 0.63 GB | 10.6 GB |
51.8 GB free
|
106 | llama.cpp | Run |
| Mistral Small 3.2 24B | 23.6B | Q2_K | 9.2 GB | 0.63 GB | 10.4 GB |
52.0 GB free
|
108 | Ollama | Run |
| gpt-oss 20B | 20.9B MoE / 3.6B act | MXFP4 | 10.8 GB | 0.10 GB | 11.5 GB |
50.9 GB free
|
204 | Ollama | Run |
| Qwen3 14B | 14.8B | Q2_K | 5.8 GB | 0.63 GB | 7.0 GB |
55.4 GB free
|
172 | Ollama | Run |
| DeepSeek-R1-Distill-Qwen 14B | 14.8B | Q2_K | 5.8 GB | 0.75 GB | 7.1 GB |
55.3 GB free
|
172 | Ollama | Run |
| Qwen2.5-Coder 14B | 14.8B | Q2_K | 5.8 GB | 0.75 GB | 7.1 GB |
55.3 GB free
|
172 | Ollama | Run |
| Phi-4 14B | 14.7B | Q2_K | 5.7 GB | 0.78 GB | 7.1 GB |
55.3 GB free
|
173 | Ollama | Run |
| Ministral 3 14B | 13.9B | Q2_K | 5.4 GB | 0.63 GB | 6.6 GB |
55.8 GB free
|
183 | Ollama | Run |
| Gemma 3 12B | 12.2B | Q2_K | 4.8 GB | 0.56 GB | 5.9 GB |
56.5 GB free
|
208 | Ollama | Run |
| Mistral NeMo 12B | 12.2B | Q2_K | 4.8 GB | 0.63 GB | 6.0 GB |
56.4 GB free
|
208 | Ollama | Run |
| Gemma 4 12B | 12B | Q2_K | 4.7 GB | 0.56 GB | 5.8 GB |
56.6 GB free
|
212 | Ollama | Run |
| Qwen3.5 9B | 9.65B | Q2_K | 3.8 GB | 0.13 GB | 4.5 GB |
57.9 GB free
|
263 | Ollama | Run |
| Ornith 1.5 9B New this week | 9.41B | Q2_K | 3.7 GB | 0.13 GB | 4.4 GB |
58.0 GB free
|
270 | Ollama | Run |
| Ministral 3 8B | 8.92B | Q2_K | 3.5 GB | 0.53 GB | 4.6 GB |
57.8 GB free
|
285 | Ollama | Run |
| Granite 4.1 8B | 8.79B | Q2_K | 3.4 GB | 0.63 GB | 4.7 GB |
57.7 GB free
|
289 | Ollama | Run |
| LFM2.5 8B-A1B | 8.47B MoE / 1.5B act | Q2_K | 3.3 GB | 0.05 GB | 4.0 GB |
58.4 GB free
|
652 | Ollama | Run |
| Fara 7B | 8.29B | Q2_K | 3.2 GB | 0.22 GB | 4.1 GB |
58.3 GB free
|
307 | llama.cpp | Run |
| Qwen3 8B | 8.19B | Q2_K | 3.2 GB | 0.56 GB | 4.4 GB |
58.0 GB free
|
310 | Ollama | Run |
| Llama 3.1 8B Instruct | 8.03B | Q2_K | 3.1 GB | 0.50 GB | 4.2 GB |
58.2 GB free
|
317 | Ollama | Run |
| Gemma 4 E4B | 8.0B | Q2_K | 3.1 GB | 0.09 GB | 3.8 GB |
58.6 GB free
|
318 | Ollama | Run |
| Ling 3.0 Tiny 7.9B-A1.3B New | 7.9B MoE / 1.3B act | Q2_K | 3.1 GB | 0.03 GB | 3.7 GB |
58.7 GB free
|
752 | llama.cpp | Run |
| DeepSeek-R1-Distill-Qwen 7B | 7.62B | Q2_K | 3.0 GB | 0.22 GB | 3.8 GB |
58.6 GB free
|
334 | Ollama | Run |
| Qwen2.5-Coder 7B | 7.62B | Q2_K | 3.0 GB | 0.22 GB | 3.8 GB |
58.6 GB free
|
334 | Ollama | Run |
| Olmo 3 7B Instruct | 7.3B | Q2_K | 2.8 GB | 2.00 GB | 5.4 GB |
57.0 GB free
|
348 | Ollama | Run |
| Mistral 7B Instruct v0.3 | 7.25B | Q2_K | 2.8 GB | 0.50 GB | 3.9 GB |
58.5 GB free
|
351 | Ollama | Run |
| Gemma 4 E2B | 5.1B | Q2_K | 2.0 GB | 0.04 GB | 2.6 GB |
59.8 GB free
|
499 | Ollama | Run |
| Qwen3.5 4B | 4.66B | Q2_K | 1.8 GB | 0.13 GB | 2.5 GB |
59.9 GB free
|
546 | Ollama | Run |
| Gemma 3 4B | 4.3B | Q2_K | 1.7 GB | 0.20 GB | 2.5 GB |
59.9 GB free
|
591 | Ollama | Run |
| Qwen3 4B | 4.02B | Q2_K | 1.6 GB | 0.56 GB | 2.7 GB |
59.7 GB free
|
632 | Ollama | Run |
| Ministral 3 3B | 3.85B | Q2_K | 1.5 GB | 0.41 GB | 2.5 GB |
59.9 GB free
|
660 | Ollama | Run |
| Phi-4-mini 3.8B | 3.84B | Q2_K | 1.5 GB | 0.50 GB | 2.6 GB |
59.8 GB free
|
662 | Ollama | Run |
| Granite 4.1 3B | 3.4B | Q2_K | 1.3 GB | 0.31 GB | 2.2 GB |
60.2 GB free
|
748 | Ollama | Run |
| Llama 3.2 3B Instruct | 3.21B | Q2_K | 1.3 GB | 0.44 GB | 2.3 GB |
60.1 GB free
|
792 | Ollama | Run |
| LFM2.5 2.6B New | 2.7B | Q2_K | 1.1 GB | 0.06 GB | 1.7 GB |
60.7 GB free
|
942 | llama.cpp | Run |
| Qwen3.5 2B | 2.27B | Q2_K | 0.9 GB | 0.05 GB | 1.5 GB |
60.9 GB free
|
1120 | Ollama | Run |
| Qwen3 1.7B | 1.72B | Q2_K | 0.7 GB | 0.44 GB | 1.7 GB |
60.7 GB free
|
1478 | Ollama | Run |
| Llama 3.2 1B Instruct | 1.24B | Q2_K | 0.5 GB | 0.13 GB | 1.2 GB |
61.2 GB free
|
2050 | Ollama | Run |
| Gemma 3 1B | 1.0B | Q2_K | 0.4 GB | 0.03 GB | 1.0 GB |
61.4 GB free
|
2543 | Ollama | Run |
| Qwen3.5 0.8B | 0.87B | Q2_K | 0.3 GB | 0.05 GB | 1.0 GB |
61.4 GB free
|
2922 | Ollama | Run |
| Qwen3 0.6B | 0.6B | Q2_K | 0.2 GB | 0.44 GB | 1.3 GB |
61.1 GB free
|
4238 | Ollama | Run |
Runs — tight
1 model · fits at 4K, drop context or quant to go longer| Model | Params | Quant | Weights | +KV 4K | Total | VRAM headroom | Tok/s | Runtime | |
|---|---|---|---|---|---|---|---|---|---|
| gpt-oss 120B | 117B MoE / 5.1B act | MXFP4 | 60.5 GB | 0.15 GB | 61.3 GB |
1.1 GB free
|
144 | llama.cpp | Run |
Won't fit in VRAM
10 models · some are possible with CPU offload| Model | Params | Quant | Weights | +KV 4K | Total | Over budget | Tok/s | Runtime | |
|---|---|---|---|---|---|---|---|---|---|
| Kimi K3 2.8T-A104B New | 2780B MoE / 104B act | Q2_K | 1084.2 GB | 0.11 GB | 1084.9 GB | +1022.5 GB | ~0.4 | llama.cpp | Why |
| Qwen3.8 2.4T-A95B New | 2446B MoE / 95B act | Q2_K | 953.9 GB | 0.36 GB | 954.9 GB | +892.5 GB | ~0.4 | llama.cpp | Why |
| DeepSeek V4 Pro 1.6T-A49B New | 1650B MoE / 49B act | Q2_K | 643.5 GB | 0.27 GB | 644.4 GB | +582.0 GB | ~0.8 | llama.cpp | Why |
| Kimi K2.6 1T-A32B | 1027B MoE / 32B act | Q2_K | 400.5 GB | 0.27 GB | 401.4 GB | +339.0 GB | ~1.3 | llama.cpp | Why |
| GLM-5.2 744B-A40B | 753B MoE / 40B act | Q2_K | 293.7 GB | 0.34 GB | 294.6 GB | +232.2 GB | ~1.1 | llama.cpp | Why |
| DeepSeek-R1 671B | 671B MoE / 37B act | Q2_K | 261.7 GB | 0.27 GB | 262.6 GB | +200.2 GB | ~1.3 | llama.cpp | Why |
| Qwen3.5 397B-A17B | 403B MoE / 17B act | Q2_K | 157.2 GB | 0.12 GB | 157.9 GB | +95.5 GB | ~3.4 | llama.cpp | Why |
| Ornith 1.5 397B-A17B New this week | 397B MoE / 17B act | Q2_K | 154.8 GB | 0.12 GB | 155.5 GB | +93.1 GB | ~3.4 | llama.cpp | Why |
| DeepSeek V4 Flash 284B-A13B New | 284B MoE / 13B act | Q2_K | 110.8 GB | 0.19 GB | 111.5 GB | +49.1 GB | ~5.9 | llama.cpp | Why |
| Qwen3 235B-A22B | 235B MoE / 22B act | Q2_K | 91.6 GB | 0.73 GB | 93.0 GB | +30.6 GB | ~4.5 | llama.cpp | Why |
Totals = quantised weights + f16 KV cache at 4K 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.