Will It Run AI

AI Compatibility Tier List

NVIDIA DGX Spark 128GB

374 AI models ranked by how well they run on your 128 GB unified memory hardware. Best match: Qwen 3.5 122B A10B (score: 88).

374

Models tested

333

Can run

128 GB

unified memory

7

Best tok/s

Tier Distribution

S 10
A 56
B 70
C 197
F 41
S: 10A: 56B: 70C: 197F: 41
Post on X
S

S Tier -- Perfect Fit (10 models)

These models run flawlessly with headroom to spare.

A

A Tier -- Great Fit (56 models)

Excellent performance with comfortable memory margins.

AlibabaQwen 3 30B A3B
A85
30.5B34.0 GB25 tok/s131K ctx
moe
AlibabaQwen 3.5 9B
A84
9B21.6 GB32 tok/s131K ctx
dense
AlibabaQwen 3.5 27B
A84
27B33.6 GB11 tok/s131K ctx
dense
AlibabaQwen 3.5 4B
A84
4B18.6 GB56 tok/s131K ctx
dense
OpenAIGPT-OSS 120B
A83
117B90.2 GB3 tok/s77K ctx
dense
MistralMagistral Small 2507
A83
24B31.0 GB12 tok/s131K ctx
dense
AlibabaQwen 3 8B
A83
8B21.0 GB36 tok/s131K ctx
dense
AlibabaQwen 3 32B
A83
32B37.4 GB9 tok/s131K ctx
dense
AlibabaQwen 3.6 27B
A83
27B31.4 GB8 tok/s262K ctx
+1dense
MistralDevstral Small 2 24B Instruct
A83
24B31.0 GB12 tok/s256K ctx
dense
OpenAIGPT-OSS 20B
A83
21B29.2 GB31 tok/s128K ctx
moe
AlibabaQwen 3 14B
A83
14B24.9 GB21 tok/s131K ctx
dense
Mistral AIPixtral Large 124B
A82
124B95.0 GB2 tok/s57K ctx
dense
NVIDIANemotron Cascade 2 30B A3B
A82
30B35.2 GB25 tok/s262K ctx
moe
MicrosoftPhi-4-reasoning-plus 14B
A82
14.7B26.0 GB20 tok/s33K ctx
dense
NVIDIANemotron 3 Nano 30B
A82
30B34.7 GB10 tok/s131K ctx
dense
MistralLeanstral 119B A6B
A82
119B95.3 GB7 tok/s41K ctx
moe
MistralDevstral Small 1.1
A81
24B31.0 GB12 tok/s131K ctx
dense
MicrosoftPhi-4 Mini Reasoning 4B
A81
3.8B17.7 GB53 tok/s131K ctx
dense
GoogleGemma 4 31B
A80
30.7B47.3 GB7 tok/s83K ctx
dense
GoogleGemma 4 26B A4B
A79
25.2B33.0 GB27 tok/s256K ctx
moe
MetaLlama 3.3 70B
A79
70B61.5 GB4 tok/s128K ctx
dense
NVIDIANemotron Nano 8B
A78
8B20.8 GB36 tok/s131K ctx
dense
MistralMinistral 3 14B
A77
14B24.9 GB21 tok/s262K ctx
multimodal
LG AIEXAONE 4.0 32B
A77
32B37.4 GB9 tok/s131K ctx
dense
MetaLlama 4 Scout 17B 16E
A76
109B83.4 GB6 tok/s155K ctx
moe
AlibabaQwen 2.5 72B
A76
72B62.8 GB4 tok/s131K ctx
dense
MetaLlama 3.1 70B
A76
70B61.5 GB4 tok/s128K ctx
dense
AlibabaQwen 2.5 32B
A75
32B37.4 GB9 tok/s131K ctx
dense
MistralCodestral 2 25.08
A75
22B29.8 GB12 tok/s256K ctx
dense
MistralMistral Small 3.2 24B
A75
24B31.0 GB12 tok/s131K ctx
vision
AlibabaQwen 3 4B
A75
4B18.6 GB56 tok/s33K ctx
dense
InternLMInternVL2 8B
A75
8B20.8 GB36 tok/s8K ctx
dense
Tsinghua/ZhipuCogVLM2 19B
A75
19B28.0 GB15 tok/s8K ctx
dense
GoogleGemma 3 27B
A75
27B41.7 GB8 tok/s112K ctx
dense
Liquid AILFM2 24B
A75
24B31.0 GB12 tok/s131K ctx
dense
Jina AIJina Embeddings v3
A74
0.57B17.1 GB8 tok/s8K ctx
dense
Allen AIOLMo 2 32B
A74
32B37.4 GB9 tok/s4K ctx
dense
Moonshot AIKimi Linear 48B A3B
A74
48B44.2 GB6 tok/s1049K ctx
linear
IBMGranite 4.1 30B
A74
30B36.2 GB10 tok/s131K ctx
dense
MicrosoftPhi-4 14B
A74
14B25.5 GB21 tok/s16K ctx
dense
MistralMinistral 3 8B
A74
8B21.0 GB36 tok/s262K ctx
multimodal
OpenBMBMiniCPM-V 2.6 8B
A73
8B20.8 GB36 tok/s2K ctx
dense
MistralMistral Small 24B
A73
24B31.0 GB12 tok/s33K ctx
dense
BAAIBGE M3
A73
0.57B16.2 GB8 tok/s8K ctx
dense
DeepSeekDeepSeek Coder V2 16B
A73
16B27.0 GB40 tok/s131K ctx
moe
DefogSQLCoder 7B
A73
7B20.2 GB41 tok/s8K ctx
dense
AlibabaQwen 2.5 14B
A73
14B25.4 GB21 tok/s131K ctx
dense
Mistral AIMistral Small 3.1 24B
A73
24B31.0 GB12 tok/s131K ctx
dense
AlibabaQwen 2.5 VL 7B
A73
7B19.1 GB42 tok/s33K ctx
dense
NVIDIANemotron Nano 9B v2
A72
9B21.9 GB32 tok/s131K ctx
dense
GoogleGemma 3 12B
A71
12B26.2 GB18 tok/s131K ctx
dense
IBMGranite Code 20B
A71
20B29.3 GB15 tok/s8K ctx
dense
Magistral AIMagistral 7B
A71
7B20.2 GB41 tok/s8K ctx
dense
DeepSeekDeepSeek R1 Distill 70B
A71
70B61.5 GB4 tok/s131K ctx
dense
Tsinghua/ZhipuCodeGeeX 4 9B
A70
9B20.1 GB33 tok/s131K ctx
dense
B

B Tier -- Good Fit (70 models)

Solid performance, may need quantization or reduced context.

Mixedbread AImxbai Embed Large
B70
0.34B16.1 GB5 tok/s1K ctx
dense
AlibabaQwen 2.5 Coder 32B
B70
32B37.4 GB9 tok/s131K ctx
dense
GoogleGemma 4 E4B
B69
8B20.1 GB27 tok/s128K ctx
dense
BigCodeStarCoder 15B
B69
15B39.4 GB16 tok/s8K ctx
dense
SnowflakeSnowflake Arctic Embed L
B69
0.34B16.1 GB5 tok/s1K ctx
dense
AllenAIOLMo 2 13B
B69
13B24.3 GB22 tok/s33K ctx
dense
AlibabaQwen 2.5 7B
B69
7B19.1 GB42 tok/s131K ctx
dense
MetaCodeLlama 13B Instruct
B69
13B34.1 GB21 tok/s16K ctx
dense
IBMGranite Code 34B
B69
34B38.4 GB9 tok/s8K ctx
dense
AlibabaQwen 2.5 Coder 3B
B69
3B18.0 GB42 tok/s131K ctx
dense
DevStral AIDevStral 7B
B68
7B20.2 GB41 tok/s8K ctx
dense
Mistral AICodestral Mamba 7B
B68
7B18.7 GB44 tok/s262K ctx
state-space
IBMGranite Code 8B
B68
8B20.8 GB36 tok/s8K ctx
dense
CohereCommand R 35B
B68
35B37.7 GB8 tok/s131K ctx
dense
MetaCodeLlama 7B Instruct
B68
7B26.0 GB38 tok/s16K ctx
dense
BigCodeStarCoder 7B
B67
7B25.6 GB38 tok/s8K ctx
dense
IBMGranite 4.1 8B
B67
8B21.3 GB36 tok/s131K ctx
dense
DeepSeekDeepSeek R1 Distill 32B
B67
32B37.4 GB9 tok/s33K ctx
dense
BAAIBGE Large EN v1.5
B67
0.34B16.1 GB5 tok/s1K ctx
dense
LLaVALLaVA 1.6 13B
B67
13B34.1 GB21 tok/s4K ctx
dense
DeepSeekDeepSeek R1 Distill 14B
B67
14B25.4 GB21 tok/s33K ctx
dense
MosaicMLMPT-30B-Instruct
B66
30B59.0 GB8 tok/s8K ctx
dense
NVIDIANemotron 70B
B66
70B61.5 GB4 tok/s131K ctx
dense
Mistral AIPixtral 12B
B66
12B23.7 GB24 tok/s131K ctx
dense
GoogleGemma 4 E2B
B66
5.1B17.6 GB43 tok/s128K ctx
dense
Nomic AINomic Embed Text v1.5
B66
0.14B14.8 GB2 tok/s8K ctx
dense
Nous ResearchNous Hermes 1.0
B65
9B31.7 GB30 tok/s16K ctx
dense
GoogleGemma 3 4B
B65
4B18.5 GB53 tok/s128K ctx
dense
MistralMinistral 3 3B
B65
3B16.5 GB42 tok/s262K ctx
multimodal
InternLMInternLM 7B
B65
7B26.0 GB38 tok/s8K ctx
dense
InternLMInternLM Chat 7B
B65
7B26.0 GB38 tok/s8K ctx
dense
WizardLMWizardLM 13B
B64
13B34.1 GB21 tok/s8K ctx
dense
LMSYSVicuna 13B
B64
13B34.1 GB21 tok/s4K ctx
dense
MicrosoftPhi 4 Mini 4B
B64
4B17.9 GB56 tok/s128K ctx
dense
Nous ResearchNous Dolphin 13B
B64
13B35.5 GB18 tok/s16K ctx
dense
Instinct AISolar 7B
B64
7B21.2 GB41 tok/s8K ctx
dense
MetaLlama 3.1 8B
B64
8B20.8 GB36 tok/s128K ctx
dense
WizardLMWizardMath 7B
B64
7B20.2 GB41 tok/s4K ctx
dense
Allen AIOLMo 2 7B
B64
7B20.2 GB41 tok/s4K ctx
dense
ZhipuGLM-4 9B
B64
9B20.1 GB33 tok/s128K ctx
dense
AlibabaQwen 3.5 2B
B64
2B16.9 GB28 tok/s131K ctx
dense
CohereCommand R+ 104B
B64
104B80.8 GB3 tok/s131K ctx
dense
AlibabaQwen 2.5 Coder 7B
B63
7B19.1 GB42 tok/s131K ctx
dense
TIIFalcon 40B Instruct
B63
40B44.6 GB6 tok/s8K ctx
dense
LLaVALLaVA 1.5 7B
B62
7B26.0 GB38 tok/s4K ctx
dense
GoogleGemma 2 27B
B62
27B41.7 GB8 tok/s8K ctx
dense
AlibabaQwen 2.5 3B
B62
3B18.0 GB42 tok/s131K ctx
dense
MicrosoftPhi 3 Mini 3.8B
B62
3.8B22.1 GB53 tok/s128K ctx
dense
AlibabaQwen 3 1.7B
B61
1.7B16.7 GB24 tok/s33K ctx
dense
MicrosoftPhi 3.5 Mini 4B
B60
4B22.3 GB56 tok/s128K ctx
dense
MosaicMLMPT-7B-Instruct
B60
7B26.0 GB38 tok/s8K ctx
dense
BaichuanBaichuan 7B
B60
7B26.0 GB38 tok/s8K ctx
dense
Sentence TransformersAll MiniLM L6 v2
B60
0.02B14.3 GB2 tok/s0K ctx
dense
DeepSeekDeepSeek R1 Distill 7B
B60
7B19.1 GB42 tok/s33K ctx
dense
BaichuanBaichuan 13B
B60
13B35.5 GB18 tok/s8K ctx
dense
IBMGranite 4.1 3B
B60
3B17.0 GB42 tok/s131K ctx
dense
MistralMixtral 8x7B
B60
47B44.6 GB12 tok/s33K ctx
moe
DeepSeekDeepSeek R1 Distill 8B
B59
8B20.8 GB36 tok/s33K ctx
dense
Cognitive ComputationsSamantha 7B
B59
7B20.2 GB41 tok/s4K ctx
dense
CerebrasCerebras-GPT 13B
B59
13B33.1 GB18 tok/s131K ctx
dense
TIIFalcon 7B Instruct
B59
7B18.3 GB42 tok/s8K ctx
dense
IBMGranite Code 3B
B59
3B18.3 GB42 tok/s8K ctx
dense
AlibabaQwen 2.5 Coder 1.5B
B59
1.5B15.3 GB21 tok/s33K ctx
dense
AlibabaQwen 2.5 Math 72B
B58
72B62.8 GB4 tok/s4K ctx
dense
MistralMixtral 8x22B
B58
141B103.4 GB4 tok/s41K ctx
moe
GoogleGemma 2 9B
B57
9B24.6 GB24 tok/s8K ctx
dense
MetaLlama 3.2 11B Vision
B57
11B22.6 GB26 tok/s16K ctx
vision
AlibabaQwen 2.5 Coder 14B
B56
14B25.4 GB21 tok/s131K ctx
dense
MistralMistral 7B Instruct v0.3
B55
7B20.2 GB41 tok/s8K ctx
dense
MetaLlama 3.2 3B
B55
3B17.5 GB42 tok/s128K ctx
dense
C

C Tier -- Tight Fit (197 models)

Runs with offloading or significant compromises.

01.AIYi Coder 9B
C55
9B20.9 GB32 tok/s131K ctx
dense
MistralMistral Nemo 12B
C55
12B23.7 GB24 tok/s128K ctx
dense
01.AIYi 1.5 34B
C55
34B38.4 GB9 tok/s4K ctx
dense
DeepSeekDeepSeek LLM 67B
C54
67B60.6 GB4 tok/s4K ctx
dense
MicrosoftPhi 3 Medium 14B
C53
14B25.5 GB21 tok/s128K ctx
dense
MistralMinistral 8B
C52
8B21.0 GB36 tok/s131K ctx
dense
InternLMInternLM 20B
C52
20B46.7 GB12 tok/s8K ctx
dense
Mistral AICodestral 22B
C51
22B29.8 GB13 tok/s33K ctx
dense
DeepSeekDeepSeek R1 1.5B
C51
1.5B15.3 GB21 tok/s33K ctx
dense
TinyLlamaTinyLlama 1.1B
C51
1.1B15.0 GB15 tok/s4K ctx
dense
HuggingFaceSmolLM3 3B
C51
3B17.7 GB42 tok/s128K ctx
dense
AlibabaQwen 2.5 1.5B
C48
1.5B15.3 GB21 tok/s131K ctx
dense
IBMGranite 3.1 8B
C48
8B20.8 GB42 tok/s128K ctx
state-space
AlibabaQwen 2.5 Math 7B
C47
7B19.1 GB42 tok/s4K ctx
dense
01.AIYi 1.5 9B
C47
9B20.9 GB32 tok/s4K ctx
dense
CohereAya Expanse 32B
C47
32B35.9 GB9 tok/s8K ctx
dense
GoogleGemma 3 1B
C47
1B15.0 GB14 tok/s33K ctx
dense
UnslothQwen3.5 122B A10B
C46
122B88.0 GB3 tok/s39K ctx
dense
GoogleGemma 2 2B
C46
2B16.8 GB28 tok/s8K ctx
dense
Solar Open 100B
C46
100B86.7 GB3 tok/s46K ctx
dense
Solar Open 100B i1
C46
100B86.7 GB3 tok/s46K ctx
dense
AlibabaQwen 2.5 Coder 0.5B
C46
0.5B14.4 GB7 tok/s131K ctx
dense
OpenChatOpenChat 7B
C45
7B20.2 GB41 tok/s8K ctx
dense
Llama 3.3 70B Instruct
C45
70B64.9 GB4 tok/s102K ctx
dense
LMSYSVicuna 7B
C45
7B26.0 GB38 tok/s4K ctx
dense
NVIDIANemotron Mini 4B
C45
4B18.3 GB56 tok/s4K ctx
dense
Solar Open 69B REAP i1
C45
69B64.1 GB4 tok/s104K ctx
dense
CohereAya Expanse 8B
C45
8B20.8 GB36 tok/s8K ctx
dense
BaichuanMed OCR 72B i1
C44
72B66.3 GB4 tok/s97K ctx
dense
stabilityai japanese stablelm instruct beta 70b
C44
70B64.9 GB4 tok/s102K ctx
dense
TekniumOpenHermes 2.5 7B
C44
7B20.2 GB41 tok/s8K ctx
dense
UnslothQwen3.5 4B
C44
4B16.9 GB56 tok/s3154K ctx
dense
gemma 3 4b it
C44
4B16.9 GB56 tok/s3154K ctx
dense
Hugging Face H4Zephyr 7B Beta
C44
7B20.2 GB41 tok/s33K ctx
dense
gemma 3 4b it
C44
4B16.9 GB56 tok/s3154K ctx
dense
Cognitive ComputationsDolphin 2.9 8B
C44
8B20.8 GB36 tok/s33K ctx
dense
UC BerkeleyStarling LM 7B
C44
7B20.2 GB41 tok/s8K ctx
dense
AlibabaQwen 3 0.6B
C44
0.6B15.2 GB8 tok/s33K ctx
dense
01.AIYi 34B Chat
C43
34B38.4 GB9 tok/s200K ctx
dense
MetaLlama 3.2 1B
C43
1B15.1 GB14 tok/s128K ctx
dense
01.AIYi 1.5 6B
C43
6B18.6 GB49 tok/s4K ctx
dense
Yi 1.5 6B Chat
C43
6B18.3 GB45 tok/s2075K ctx
dense
Stability AIStableLM 2 12B
C43
12B34.8 GB18 tok/s4K ctx
dense
stablelm 2 zephyr 1 6b
C43
6B18.3 GB45 tok/s2075K ctx
dense
HelpingAI2.5 5B i1
C43
5B17.6 GB54 tok/s2507K ctx
dense
Llama 2 7B Chat
C43
7B19.0 GB38 tok/s1767K ctx
dense
falcon mamba 7b instruct Q4 K M
C43
7B19.0 GB44 tok/s1767K ctx
dense
Mistral 7B Instruct v0.2
C43
7B19.0 GB38 tok/s1767K ctx
dense
Mistral 7B Instruct v0.3
C43
7B19.0 GB38 tok/s1767K ctx
dense
Yi 1.5 6B Chat
C43
6B18.3 GB45 tok/s2075K ctx
dense
stablelm 2 1 6b chat imatrix
C43
6B18.3 GB45 tok/s2075K ctx
dense
Llama 3.2 3B Instruct
C43
3B16.5 GB42 tok/s4218K ctx
dense
BigCodeStarCoder2 15B
C43
15B26.0 GB17 tok/s16K ctx
dense
Mamba Codestral 7B v0.1
C43
7B19.0 GB44 tok/s1767K ctx
dense
Meta Llama 3.1 8B Instruct
C43
8B19.8 GB34 tok/s1535K ctx
dense
llava llama 3 8b v1 1
C43
8B19.8 GB34 tok/s1535K ctx
dense
QwenQwen2.5 3B Instruct
C43
3B16.1 GB42 tok/s4233K ctx
dense
Mistral 7B Instruct v0.3
C43
7B19.0 GB38 tok/s1767K ctx
dense
Hermes 2 Pro Mistral 7B
C43
7B19.0 GB38 tok/s1767K ctx
dense
UnslothDeepSeek R1 0528 Qwen3 8B
C43
8B19.8 GB34 tok/s1535K ctx
dense
zephyr 7B beta
C43
7B19.0 GB38 tok/s1767K ctx
dense
Meta Llama 3 8B Instruct
C43
8B19.8 GB34 tok/s1535K ctx
dense
Nous Hermes 2 Mistral 7B DPO
C43
7B19.0 GB38 tok/s1767K ctx
dense
UnslothDeepSeek R1 Distill Llama 8B
C43
8B19.8 GB34 tok/s1535K ctx
dense
Dolphin3.0 Llama3.1 8B
C43
8B19.8 GB34 tok/s1535K ctx
dense
Llama 3 8B Instruct 32k v0.1
C43
8B19.8 GB34 tok/s1535K ctx
dense
HelpingAI2 6B
C43
6B18.3 GB45 tok/s2075K ctx
dense
Falcon H1R 7B
C43
7B19.0 GB38 tok/s1767K ctx
dense
Meta Llama 3.1 8B Instruct
C43
8B19.8 GB34 tok/s1535K ctx
dense
vntl llama3 8b v2
C43
8B19.8 GB34 tok/s1535K ctx
dense
UnslothQwen3.5 9B
C43
9B20.5 GB30 tok/s1356K ctx
dense
HelpingAI2 6B i1
C43
6B18.3 GB45 tok/s2075K ctx
dense
DeepSeek R1 0528 Qwen3 8B
C43
8B19.8 GB34 tok/s1535K ctx
dense
zephyr 7B alpha
C43
7B19.0 GB38 tok/s1767K ctx
dense
speechless zephyr code functionary 7b
C43
7B19.0 GB38 tok/s1767K ctx
dense
Qwen3.5 9B Uncensored HauhauCS Aggressive
C43
9B20.5 GB30 tok/s1356K ctx
dense
Llama 3.2 3B Instruct
C43
3B16.1 GB42 tok/s4233K ctx
dense
DeepSeek R1 0528 Qwen3 8B
C43
8B19.8 GB34 tok/s1535K ctx
dense
StarCoder2 7B
C43
7B19.0 GB38 tok/s1767K ctx
dense
Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored
C43
48B48.9 GB6 tok/s186K ctx
dense
Ministral 3 3B Instruct 2512
C43
3B16.1 GB42 tok/s4233K ctx
dense
japanese stablelm instruct gamma 7B
C43
7B19.0 GB38 tok/s1767K ctx
dense
Qwen3 8B DeepSeek v3.2 Speciale Distill
C43
8B19.8 GB34 tok/s1535K ctx
dense
Falcon H1 7B Instruct
C43
7B19.0 GB38 tok/s1767K ctx
dense
Hermes 3 Llama 3.1 8B
C43
8B19.8 GB34 tok/s1535K ctx
dense
UnslothFalcon H1R 7B
C43
7B19.0 GB38 tok/s1767K ctx
dense
IntelNeural Chat 7B
C43
7B20.2 GB41 tok/s8K ctx
dense
Qwen3.5 9B
C43
9B20.5 GB30 tok/s1356K ctx
dense
Hermes 2 Pro Llama 3 8B
C42
8B19.8 GB34 tok/s1535K ctx
dense
Dolphin3.0 Llama3.1 8B
C42
8B19.8 GB34 tok/s1535K ctx
dense
DeepSeekDeepSeek LLM 7B
C42
7B25.6 GB38 tok/s4K ctx
dense
granite 8b code instruct 4k
C42
8B19.8 GB34 tok/s1535K ctx
dense
stabilityai japanese stablelm base gamma 7b
C42
7B19.0 GB38 tok/s1767K ctx
dense
dolphin 2.9.4 llama3.1 8b
C42
8B19.8 GB34 tok/s1535K ctx
dense
HELVETE 3B
C42
3B16.1 GB42 tok/s4233K ctx
dense
baichuan2 7b chat
C42
7B19.0 GB38 tok/s1767K ctx
dense
DiscoPOP zephyr 7b gemma
C42
7B19.0 GB38 tok/s1767K ctx
dense
EXAONE 3.5 7.8B Instruct
C42
7.8B19.6 GB34 tok/s1577K ctx
dense
Hermes 3 Llama 3.2 3B
C42
3B16.1 GB42 tok/s4233K ctx
dense
starcoder2 7b
C42
7B19.0 GB38 tok/s1767K ctx
dense
stablelm zephyr 3b
C42
3B16.1 GB42 tok/s4233K ctx
dense
zephyr 7b beta Mistral 7B Instruct v0.2
C42
7B19.0 GB38 tok/s1767K ctx
dense
OpenChat 3.5 7B Qwen v2.0 i1
C42
7B19.0 GB38 tok/s1767K ctx
dense
openchat 3.6 8b 20240522 IMat
C42
8B19.8 GB34 tok/s1535K ctx
dense
OpenChat 3.5 7B Starling v2.0 i1
C42
7B19.0 GB38 tok/s1767K ctx
dense
internlm2 math plus 7b IMat
C42
7B19.0 GB38 tok/s1767K ctx
dense
Yi Coder 9B Chat
C42
9B20.5 GB30 tok/s1356K ctx
dense
StarCoder2 3B
C42
3B16.1 GB42 tok/s4233K ctx
dense
EXAONE 3.5 7.8B Instruct
C42
7.8B19.6 GB34 tok/s1577K ctx
dense
CodeNinja 1.0 OpenChat 7B i1
C42
7B19.0 GB38 tok/s1767K ctx
dense
glm 4 9b chat 1m
C42
9B20.5 GB30 tok/s1356K ctx
dense
aya expanse 8b
C42
8B19.8 GB34 tok/s1535K ctx
dense
internlm2 5 7b chat i1
C42
7B19.0 GB38 tok/s1767K ctx
dense
EXAONE 3.5 7.8B Instruct i1
C42
7.8B19.6 GB34 tok/s1577K ctx
dense
OpenSafetyLab MD Judge v0 2 internlm2 7b
C42
7B19.0 GB38 tok/s1767K ctx
dense
MD Judge v0 2 internlm2 7b i1
C42
7B19.0 GB38 tok/s1767K ctx
dense
dolphin v2 8b abliterated i1
C42
8B19.8 GB34 tok/s1535K ctx
dense
zephyr 7b gemma sft african ultrachat 100k
C42
7B19.0 GB38 tok/s1767K ctx
dense
exaone 3.0 7.8b it
C42
7.8B19.6 GB34 tok/s1577K ctx
dense
jointpreferences mistral 7b sft helpful
C42
7B19.0 GB38 tok/s1767K ctx
dense
zephyr 7b dpo full i1
C42
7B19.0 GB38 tok/s1767K ctx
dense
blossom v3 baichuan2 7b i1
C42
7B19.0 GB38 tok/s1767K ctx
dense
AI21 Jamba Reasoning 3B
C42
3B16.1 GB42 tok/s4233K ctx
dense
blossom v1 baichuan 7b i1
C42
7B19.0 GB38 tok/s1767K ctx
dense
BigCodeStarCoder2 7B
C42
7B18.7 GB42 tok/s16K ctx
dense
aya expanse 8b orthogonal heretic i1
C42
8B19.8 GB34 tok/s1535K ctx
dense
UnslothQwen3.5 35B A3B
C42
35B39.4 GB8 tok/s287K ctx
dense
Yi 1.5 9B Chat
C42
9B20.5 GB30 tok/s1356K ctx
dense
stablelm 3b 4e1t
C42
3B16.1 GB42 tok/s4233K ctx
dense
ai21labs AI21 Jamba Reasoning 3B
C42
3B16.1 GB42 tok/s4233K ctx
dense
aya expanse 8b orthogonal heretic
C42
8B19.8 GB34 tok/s1535K ctx
dense
ai21labs AI21 Jamba2 3B
C42
3B16.1 GB42 tok/s4233K ctx
dense
internlm2 5 1 8b chat i1
C42
8B19.8 GB34 tok/s1535K ctx
dense
internlm3 8b instruct abliterated i1
C42
8B19.8 GB34 tok/s1535K ctx
dense
HelpingAI 3B hindi i1
C42
3B16.1 GB42 tok/s4233K ctx
dense
AI21 Jamba2 3B
C42
3B16.1 GB42 tok/s4233K ctx
dense
Qwen3.5 35B A3B
C42
35B39.4 GB8 tok/s287K ctx
dense
HelpingAI 3B hindi
C42
3B16.1 GB42 tok/s4233K ctx
dense
AI21 Jamba2 3B i1
C42
3B16.1 GB42 tok/s4233K ctx
dense
Yi 9B Coder i1
C42
9B20.5 GB30 tok/s1356K ctx
dense
gemma 3 12b it
C42
12B22.7 GB22 tok/s996K ctx
dense
SOLAR 10.7B Instruct v1.0 uncensored
C42
10.7B21.7 GB25 tok/s1127K ctx
dense
Nous Hermes 2 SOLAR 10.7B
C42
10.7B21.7 GB25 tok/s1127K ctx
dense
HelpingAI2 9B
C42
9B20.5 GB30 tok/s1356K ctx
dense
HelpingAI2 9B i1
C42
9B20.5 GB30 tok/s1356K ctx
dense
UnslothQwen3.5 27B
C42
27B33.6 GB10 tok/s396K ctx
dense
HelpingAI 9B 200k i1
C42
9B20.5 GB30 tok/s1356K ctx
dense
HelpingAI 9B i1
C42
9B20.5 GB30 tok/s1356K ctx
dense
UnslothDeepSeek R1 Distill Qwen 14B
C42
14B24.1 GB19 tok/s842K ctx
dense
Hermes 4.3 36B
C42
36B40.1 GB8 tok/s276K ctx
dense
Unslothgemma 3 27b it
C42
27B33.6 GB10 tok/s396K ctx
dense
solar finalised finetuned Model 10.7B i1
C42
10.7B21.7 GB25 tok/s1127K ctx
dense
HelpingAI2.5 10B i1
C42
10B21.2 GB27 tok/s1212K ctx
dense
SOLAR 10.7B v1.0
C42
10.7B21.7 GB25 tok/s1127K ctx
dense
EXAONE 3.5 2.4B Instruct
C42
2.4B15.7 GB34 tok/s5312K ctx
dense
Helply 10.2b chat i1
C42
10.2B21.4 GB26 tok/s1186K ctx
dense
gemma 2 2b it
C42
2B15.8 GB28 tok/s6363K ctx
dense
UnslothMistral Small 3.2 24B Instruct 2506
C41
24B31.4 GB11 tok/s456K ctx
dense
gemma 3 27b it
C41
27B33.6 GB10 tok/s396K ctx
dense
NousResearch Hermes 4 14B
C41
14B24.1 GB19 tok/s842K ctx
dense
Googlegemma 2b
C41
2B15.4 GB28 tok/s6391K ctx
dense
cognitivecomputations Dolphin Mistral 24B Venice Edition
C41
24B31.4 GB11 tok/s456K ctx
dense
Phi 4 reasoning vision 15B
C41
15B24.9 GB18 tok/s780K ctx
dense
Mistral Small 24B Instruct 2501
C41
24B31.4 GB11 tok/s456K ctx
dense
StarCoder2 15B
C41
15B24.9 GB18 tok/s780K ctx
dense
EXAONE 4.0 32B
C41
32B37.2 GB8 tok/s321K ctx
dense
aya expanse 32b heretic MPOA i1
C41
32B37.2 GB8 tok/s321K ctx
dense
mistral small 3.1 24b instruct 2503 hf
C41
24B31.4 GB11 tok/s456K ctx
dense
cognitivecomputations Dolphin3.0 R1 Mistral 24B
C41
24B31.4 GB11 tok/s456K ctx
dense
Gemmasutra Mini 2B v1
C41
2B15.4 GB28 tok/s6391K ctx
dense
Baichuan M2 32B Q4 K M
C41
32B37.2 GB8 tok/s321K ctx
dense
Codestral 22B v0.1
C41
22B30.0 GB12 tok/s505K ctx
dense
Codestral 22B v0.1
C41
22B30.0 GB12 tok/s505K ctx
dense
Dolphin Mistral GLM 4.7 Flash 24B Venice Edition Thinking Uncensored i1
C41
24B31.4 GB11 tok/s456K ctx
dense
GGUF SOLARized GraniStral 14B 2102 YeAM HCT 32QKV
C41
14B24.1 GB19 tok/s842K ctx
dense
baichuan inc Baichuan M2 32B
C41
32B37.2 GB8 tok/s321K ctx
dense
internlm JanusCoder 14B
C41
14B24.1 GB19 tok/s842K ctx
dense
starcoder2 15b instruct v0.1
C41
15B24.9 GB18 tok/s780K ctx
dense
AlibabaQwen 3.5 0.6B
C41
0.6B15.2 GB8 tok/s131K ctx
dense
starcoder2 15b i1
C41
15B24.9 GB18 tok/s780K ctx
dense
GGUF SOLARized GraniStral 14B 1902 YeAM HCT
C41
14B24.1 GB19 tok/s842K ctx
dense
gemma 2 2b it
C41
2B15.4 GB28 tok/s6391K ctx
dense
starcoder2 15b instruct v0.1
C41
15B24.9 GB18 tok/s780K ctx
dense
Codestral 22B v0.1
C41
22B30.0 GB12 tok/s505K ctx
dense
BigCodeStarCoder2 3B
C41
3B16.2 GB42 tok/s16K ctx
dense
HelpingAI 15B i1
C41
15B24.9 GB18 tok/s780K ctx
dense
cognitivecomputations Dolphin Mistral 24B Venice Edition
C41
24B31.4 GB11 tok/s456K ctx
dense
Codestral 22B v0.1 IMat
C41
22B30.0 GB12 tok/s505K ctx
dense
internlm2 5 20b chat
C41
20B28.5 GB13 tok/s564K ctx
dense
internlm2 limarp chat 20b
C41
20B28.5 GB13 tok/s564K ctx
dense
Codestral 21B Pruned i1
C41
21B29.2 GB13 tok/s533K ctx
dense
internlm2 math plus 20b i1
C41
20B28.5 GB13 tok/s564K ctx
dense
Codestral RAG 19B Pruned i1
C41
19B27.8 GB14 tok/s598K ctx
dense
Codestral 22B v0.1 i1
C41
22B30.0 GB12 tok/s505K ctx
dense
QwenQwen2.5 1.5B Instruct
C40
1.5B15.0 GB21 tok/s8550K ctx
dense
UnslothDeepSeek R1 Distill Qwen 1.5B
C40
1.5B15.0 GB21 tok/s8550K ctx
dense
Yi Coder 1.5B Chat
C40
1.5B15.0 GB21 tok/s8550K ctx
dense
F

F Tier -- Can't Run (41 models)

Too heavy for this hardware.

stablelm 2 zephyr 1.6b
D40
1.6B15.1 GB22 tok/s8010K ctx
dense
logos16v2 stablelm2 1.6b i1
D40
1.6B15.1 GB22 tok/s8010K ctx
dense
Yi Coder 1.5B
D40
1.5B15.0 GB21 tok/s8550K ctx
dense
UnslothFalcon H1 1.5B Instruct
D40
1.5B15.0 GB21 tok/s8550K ctx
dense
TinyLlama 1.1B Chat v1.0
D39
1.1B14.8 GB15 tok/s11689K ctx
dense
AlibabaQwen 2.5 0.5B
D39
0.5B14.4 GB7 tok/s131K ctx
dense
EXAONE 4.0 1.2B
D39
1.2B14.8 GB17 tok/s10708K ctx
dense
Llama 3.2 1B Instruct Q8 0
D39
1B14.9 GB14 tok/s12837K ctx
dense
TinyLlama 1.1B Chat v0.3
D39
1.1B14.8 GB15 tok/s11689K ctx
dense
TinyLlamaTinyLlama 1.1B Chat v0.6
D39
1.1B14.8 GB15 tok/s11689K ctx
dense
Llama 3.2 1B Instruct
D39
1B14.7 GB14 tok/s12866K ctx
dense
gemma 3 1b it
D39
1B14.7 GB14 tok/s12866K ctx
dense
TinyLlama 1.1B Chat v1.0 imatrix
D39
1.1B14.8 GB15 tok/s11689K ctx
dense
Falcon3 1B Instruct abliterated
D38
1B14.7 GB14 tok/s12866K ctx
dense
SmolVLM 500M Instruct
D37
0.5B14.5 GB7 tok/s15109K ctx
dense
embeddinggemma 300M
D35
0.3B14.3 GB4 tok/s15136K ctx
dense
granite embedding 107m multilingual
D33
0.11B14.1 GB2 tok/s15165K ctx
dense
Falcon H1 Tiny 90M Instruct
D33
0.09B14.1 GB2 tok/s15166K ctx
dense
AlibabaQwen 3 235B A22B
F0
235B160.2 GB2 tok/s4K ctx
moe
AlibabaQwen3-Coder 480B A35B Instruct
F0
480B309.6 GB2 tok/s4K ctx
moe
AlibabaQwen 3.5 397B A17B
F0
397B259.0 GB2 tok/s4K ctx
moe
MistralMistral Large 3
F0
675B431.1 GB2 tok/s4K ctx
+1moe
Z.aiGLM-5
F0
744B486.8 GB2 tok/s4K ctx
moe
Z.aiGLM-5.1
F0
754B492.9 GB2 tok/s4K ctx
moe
Moonshot AIKimi K2.5
F0
1000B631.4 GB2 tok/s4K ctx
moe
Moonshot AIKimi K2.6
F0
1000B631.4 GB2 tok/s4K ctx
+1moe
DeepSeekDeepSeek V3 671B
F0
671B482.8 GB2 tok/s4K ctx
moe
DeepSeekDeepSeek V3.1 671B
F0
671B482.8 GB2 tok/s4K ctx
moe
DeepSeekDeepSeek V4 Pro
F0
1600B877.8 GB2 tok/s4K ctx
moe
DeepSeekDeepSeek V4 Flash
F0
284B173.3 GB2 tok/s4K ctx
moe
DeepSeekDeepSeek R1 671B
F0
671B482.8 GB2 tok/s4K ctx
moe
DeepSeekDeepSeek Coder V2 236B
F0
236B216.5 GB2 tok/s4K ctx
moe
DeepSeekDeepSeek V2.5 236B
F0
236B216.5 GB2 tok/s4K ctx
moe
MetaLlama 4 Maverick 17B 128E
F0
400B260.9 GB2 tok/s4K ctx
moe
MetaLlama 3.1 405B
F0
405B268.7 GB2 tok/s4K ctx
dense
DeepSeekDeepSeek V3.2
F0
671B423.7 GB2 tok/s4K ctx
moe
MiniMax M2.7
F0
230B158.0 GB2 tok/s4K ctx
moe
K EXAONE 236B A23B
F0
236B185.6 GB2 tok/s4K ctx
dense
Baichuan M3 235B
F0
235B184.8 GB2 tok/s4K ctx
dense
Baichuan M3 235B i1
F0
235B184.8 GB2 tok/s4K ctx
dense
UnslothQwen3.5 397B A17B
F0
397B302.6 GB2 tok/s4K ctx
dense

Compare with...

See How Other Hardware Stacks Up

Check tier lists for similar GPUs and Apple Silicon configs