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hf.co/LiquidAI/LFM2.5-2.6B-GGUF:F16

OLLAMA GGUF

lfm2 · 2.7B · unknown

Good

Aug 23, 2026 · Apple M1 Pro

qwen3.5-9b

LM-STUDIO GGUF

qwen35 · 9B · Q4_K_S

Not Rec.

Mar 14, 2026 · Apple M4

Global Score
61 vs 72
Hardware Fit
97 vs 51
Quality Score
46 vs 81

Hardware

hf.co/LiquidAI/LFM… qwen3.5-9b
MachineMacBook ProMacBook Air
CPUApple M1 ProApple M4
Cores1010
RAM16 GB32 GB
GPUApple M1 ProApple M4
OSmacOS 26.6.2macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

hf.co/LiquidAI/LFM… qwen3.5-9b
Tokens/sec31.414.4
First chunk138 ms4 ms
TTFT138 ms824 ms
Load time3.7 sN/A
Memory usage6.6 GB48.3 GB
Memory %41%151%

HW Fit Score Breakdown

hf.co/LiquidAI/LFM2.5-2…

Speed
50/50
TTFT
20/20
Memory
27/30

qwen3.5-9b

Speed
31/50
TTFT
20/20
Memory
0/30

Quality

hf.co/LiquidAI/LFM2.5-2…

Reasoning
14/20
Coding
13/20
Instruction
3/20
Structured
0/15
Math
14/15
Multilingual
2/10
Reasoning: Adequate Coding: Adequate Instruction Following: Poor Structured Output: Poor Math: Strong Multilingual: Poor

qwen3.5-9b

Reasoning
16/20
Coding
15/20
Instruction
16/20
Structured
15/15
Math
9/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View hf.co/LiquidAI/LFM… details | View qwen3.5-9b details

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$ metrillm

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Or run without installing: npx metrillm@latest