ModelFit114
Data 2026-08-26
Model Params QuantMin RAM Load Best forDeploy
SmolLM2 360M
SmolLM
0.4BQ4_K_M1 GB0.5 GBChatEdgeLocalopen
Llama 3.2 1B Instruct
Llama
1BQ4_K_M2 GB1 GBChatLocalopen
Qwen2.5 0.5B Instruct
Qwen
0.5BQ4_K_M2 GB0.8 GBChatEdgeLocalopen
Gemma 3 1B Instruct
Gemma
1BQ4_K_M2 GB1 GBChatEdgeLocalopen
Qwen3.5 0.8B Instruct
Qwen
0.8BQ4_K_M2 GB0.8 GBChatEdgeLocalopen
Qwen2.5 1.5B Instruct
Qwen
1.5BQ4_K_M4 GB1.5 GBTranslationChatLocalopen
Qwen2.5 3B Instruct
Qwen
3BQ4_K_M4 GB2.5 GBCodingChatLocalopen
Llama 3.2 3B Instruct
Llama
3BQ4_K_M4 GB2.5 GBChatLocalopen
Gemma 2 2B Instruct
Gemma
2BQ4_K_M4 GB1.8 GBChatLocalopen
Qwen3.5 2B Instruct
Qwen
2BQ4_K_M4 GB1.8 GBChatEdgeLocalopen
Granite 4.1 3B Instruct
Granite
3BQ4_K_M4 GB2 GBReasoningChatEdgeLocalopen
Gemma 4 E2B
Gemma
2.3BQ4_K_M4 GB2.3 GBEdgeLocalopen
Phi-3 Mini 3.8B
Phi
3.8BQ4_K_M6 GB3.2 GBCodingChatLocalopen
Phi-4 Mini 3.8B
Phi
3.8BQ4_K_M6 GB3.2 GBCodingChatLocalopen
Gemma 3 4B Instruct
Gemma
4BQ4_K_M6 GB3.5 GBCodingChatLocalopen
Qwen3.5 4B Instruct
Qwen
4BQ4_K_M6 GB3.5 GBCodingAgenticVisionLocalopen
Gemma 4 E4B
Gemma
4.5BQ4_K_M6 GB4 GBChatEdgeLocalopen
Qwen2.5 7B Instruct
Qwen
7BQ4_K_M8 GB5.5 GBCodingChatLocalopen
Mistral 7B Instruct
Mistral
7BQ4_K_M8 GB5.5 GBCodingChatLocalopen
Qwen2.5 Coder 7B
Qwen
7BQ4_K_M8 GB5.5 GBCodingLocalopen
DeepSeek-R1 Distill Qwen 7B
DeepSeek
7BQ4_K_M8 GB5.5 GBCodingReasoningLocalopen
LFM2.5 8B-A1B
LFM2
8.3BQ4_K_M8 GB5.5 GBAgenticTool callingTranslation+2Localopen
Granite 4.1 8B Instruct
Granite
8BQ4_K_M8 GB5.5 GBTool callingChatLocalopen
Ornith 1.0 9B
Ornith
9BQ4_K_M8 GB5.6 GBLocalopen
Llama 3.1 8B Instruct
Llama
8BQ4_K_M12 GB6.5 GBCodingChatLocalopen
Llama 3.1 8B Instruct (Q5)
Llama
8BQ5_K_M12 GB8 GBCodingChatLocalopen
Gemma 2 9B Instruct
Gemma
9BQ4_K_M12 GB7 GBCodingChatLocalopen
Qwen3 8B
Qwen
8BQ4_K_M12 GB6.5 GBCodingChatLocalopen
Qwen3.5 9B Instruct
Qwen
9BQ4_K_M12 GB7 GBCodingReasoningQualityLocalopen
Gemma 4 12B
Gemma
12BQ4_K_M12 GB8 GBCodingVisionChatLocalopen
Qwen2.5 14B Instruct
Qwen
14BQ4_K_M16 GB11 GBCodingChatLocalopen
Mistral Nemo 12B
Mistral
12BQ4_K_M16 GB9.5 GBTranslationChatLocalopen
Phi-3 Medium 14B
Phi
14BQ4_K_M16 GB11 GBCodingQualityLocalopen
Qwen2.5 Coder 14B
Qwen
14BQ4_K_M16 GB11 GBCodingLocalopen
Qwen3 14B
Qwen
14BQ4_K_M16 GB11 GBCodingQualityLocalopen
Gemma 3 12B Instruct
Gemma
12BQ4_K_M16 GB9.5 GBChatQualityLocalopen
DeepSeek-R1 Distill Qwen 14B
DeepSeek
14BQ4_K_M16 GB11 GBReasoningQualityLocalopen
Qwen3.5 9B Instruct (Q8)
Qwen
9BQ8_016 GB10.7 GBCodingReasoningQualityLocalopen
Phi-4 14B
Phi
14BQ4_K_M24 GB11.5 GBCodingQualityLocalopen
Mistral Small 3.1
Mistral
24BQ4_K_M24 GB15 GBCodingChatLocalopen
Qwen3.5 27B Instruct
Qwen
27BQ4_K_M24 GB16 GBCodingReasoningChatLocalopen
LFM2 24B-A2B Instruct
LFM2
24BQ4_K_M24 GB14 GBAgenticTool callingLocalopen
Qwen3.8 27B
Qwen
27BQ4_K_M24 GB16.5 GBCodingVisionLong ContextLocalopen
Gemma 4 26B-A4B
Gemma
26BQ4_K_M24 GB16 GBCodingVisionChatLocalopen
GPT-OSS 20B
GPT-OSS
21BMXFP424 GB13.8 GBCodingReasoningChatLocalopen
Gemma 4 12B (Q8)
Gemma
12BQ8_024 GB12.8 GBCodingVisionChatLocalopen
Qwen3 14B (Q8)
Qwen
14BQ8_024 GB15.9 GBCodingQualityLocalopen
Gemma 2 27B Instruct
Gemma
27BQ4_K_M32 GB21 GBCodingQualityLocalopen
Mistral Small 22B
Mistral
22BQ4_K_M32 GB17 GBCodingQualityLocalopen
Qwen3 30B
Qwen
30BQ4_K_M32 GB22 GBCodingQualityLocalopen
Gemma 3 27B Instruct
Gemma
27BQ4_K_M32 GB21 GBCodingQualityLocalopen
Qwen3.5 35B-A3B Instruct
Qwen
35BQ4_K_M32 GB20 GBCodingAgenticReasoningLocalopen
Qwen3.6 27B
Qwen
27BQ4_K_M32 GB18 GBCodingLong ContextQualityLocalopen
Qwen3.6 35B-A3B
Qwen
35BQ4_K_M32 GB22 GBCodingAgenticReasoningLocalopen
Gemma 4 31B
Gemma
31BQ4_K_M32 GB20 GBCodingVisionQualityLocalopen
Cohere North Mini Code
North
30BQ4_K_M32 GB19 GBCodingAgenticLocalopen
Laguna XS 2.1
Laguna
33BQ4_K_M32 GB20.3 GBCodingAgenticLocalopen
Ornith 1.0 35B
Ornith
35BQ4_K_M32 GB21.2 GBCodingAgenticLocalopen
NVIDIA Nemotron Cascade 2 30B-A3B
Nemotron
30BQ6_K36 GB24 GBAgenticReasoningMathLocalopen
Poolside Laguna XS.2
Laguna
33BQ4_K_M36 GB23 GBCodingAgenticLocalopen
Mixtral 8x7B Instruct
Mistral
46.7BQ4_K_M48 GB30 GBCodingQualityLocalopen
Qwen3.6 27B (Q8)
Qwen
27BQ8_048 GB30 GBCodingLong ContextQualityLocalopen
Gemma 4 26B-A4B (Q8)
Gemma
26BQ8_048 GB28.1 GBCodingVisionChatLocalopen
Llama 3.1 70B Instruct
Llama
70BQ4_K_M64 GB42 GBCodingQualityLocalopen
Llama 3.3 70B Instruct
Llama
70BQ4_K_M64 GB42 GBCodingQualityLocalopen
DeepSeek-R1 Distill Llama 70B
DeepSeek
70BQ4_K_M64 GB42 GBReasoningQualityLocalopen
Qwen3.6 35B-A3B (Q8)
Qwen
35BQ8_064 GB38.7 GBCodingAgenticReasoningLocalopen
Qwen3.5 35B-A3B Instruct (Q8)
Qwen
35BQ8_064 GB38.7 GBCodingAgenticReasoningLocalopen
Qwen3-Next 80B-A3B
Qwen
80BQ4_K_M72 GB50.4 GBCodingLong ContextChatLocalopen
Qwen3.5 122B-A10B Instruct
Qwen
122BQ4_K_M96 GB72 GBReasoningLocalopen
Llama 4 Scout
Llama
109BQ4_K_M96 GB67 GBVisionLong ContextQualityLocalopen
GPT-OSS 120B
GPT-OSS
117BMXFP496 GB65.4 GBCodingAgenticReasoningLocalopen
Llama 3.3 70B Instruct (Q8)
Llama
70BQ8_096 GB75 GBCodingQualityLocalopen
Llama 3.3 70B Instruct (Q6)
Llama
70BQ6_K96 GB57.9 GBCodingQualityLocalopen
Qwen3-Next 80B-A3B (Q8)
Qwen
80BQ8_0128 GB84.8 GBCodingLong ContextChatLocalopen
Laguna S 2.1
Laguna
118BQ4_K_M128 GB96 GBCodingAgenticLocalopen
Qwen3 235B A22B
Qwen
235BQ4_K_M192 GB130 GBReasoningQualityLocalopen
Qwen3.8-Flash-Next
Qwen
125BIQ1_S192 GB123 GBCodingAgenticReasoning+1Localopen
Llama 3.1 405B Instruct
Llama
405BQ4_K_M320 GB243 GBCodingReasoningQualityLocalopen
Llama 4 Maverick
Llama
400BQ4_K_M320 GB245 GBLong ContextQualityLocalopen
DeepSeek-R1 671B
DeepSeek
671BQ4_K_M512 GB380 GBCodingReasoningLocalopen
Kimi K2 Instruct
Kimi
1TAPICodingQualityCloudopen
Claude 3.5 Sonnet
Claude
APICodingChatCloud
Claude 3.7 Sonnet
Claude
APICodingQualityCloud
Claude 3 Opus
Claude
APIReasoningQualityCloud
Claude 4 Opus
Claude
APICodingQualityCloud
GPT-4o
OpenAI
APICodingQualityCloud
GPT-4o mini
OpenAI
APIChatSpeedCloud
Claude 4 Sonnet
Claude
APICodingQualityCloud
Gemini 2.5 Pro
Google
APIReasoningQualityCloud
Gemini 2.5 Flash
Google
APIChatSpeedCloud
DeepSeek-V3
DeepSeek
671BAPICodingQualityCloudopen
GLM-5
Zhipu
744BAPIReasoningQualityCloudopen
GLM-4 Plus
Zhipu
APIReasoningQualityCloud
DeepSeek-V3-0324
DeepSeek
671BAPICodingQualityCloudopen
DeepSeek-R1
DeepSeek
671BAPIReasoningQualityCloudopen
Mistral Medium 3.5
Mistral
128BAPICodingTool callingQualityCloudopenDIY
DeepSeek V4 Flash 0731
DeepSeek
284BAPICodingReasoningLong ContextCloudopenDIY
DeepSeek V4 Pro
DeepSeek
1.6TAPICodingReasoningCloudopen
Kimi K2.6
Kimi
1TAPICodingAgenticCloudopen
GLM-5.1
Zhipu
744BAPICodingReasoningLong ContextCloudopen
Claude Opus 4.7
Claude
APICodingReasoningQualityCloud
Claude Opus 4.8
Claude
APICodingAgenticReasoningCloud
GPT-5.5
OpenAI
APIReasoningVisionQualityCloud
Gemini 3.1 Pro
Google
APIVisionLong ContextQualityCloud
Grok 4.3
xAI
APICodingReasoningSpeedCloud
Claude Fable 5
Claude
APICodingAgenticReasoningCloud
GLM-5.2
Zhipu
753BAPICodingAgenticReasoningCloudopen
Kimi K2.7-Code
Kimi
1TAPICodingAgenticCloudopen
MiniMax M3
MiniMax
428BAPICodingAgenticLong ContextCloudopen
Qwen3.7-Plus
Qwen
APIAgenticVisionCloud
NVIDIA Nemotron 3 Ultra
Nemotron
550BAPIAgenticReasoningLong ContextCloudopen
Xiaomi MiMo-V2-Flash
MiMo
309BAPICodingAgenticReasoningCloudopenDIY
Kimi K3
Kimi
2.8TAPIAgenticVisionLong ContextCloudopen