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qwen2.5-coder:7b

OLLAMA GGUF

qwen2 · 7.6B · Q4_K_M

Good

Mar 5, 2026 · Intel Gen Intel® Core™ i7-13700K

Kimi-48B:48B

OLLAMA GGUF

kimi-linear · 49.1B · unknown

Excellent

Aug 19, 2026 · Intel Core™ Ultra X7 358H

Global Score
68 vs 86
Hardware Fit
59 vs 78
Quality Score
72 vs 89

Hardware

qwen2.5-coder:7b Kimi-48B:48B
MachineASUSGMKtec NucBox EVO-T2S
CPUIntel Gen Intel® Core™ i7-13700KIntel Core™ Ultra X7 358H
Cores2416
RAM64 GB64 GB
GPUNVIDIA GeForce RTX 3070Intel(R) Arc(TM) B390 GPU
OSMicrosoft Windows 11 Pro 10.0.26200Microsoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modeunknownbalanced

Performance

qwen2.5-coder:7b Kimi-48B:48B
Tokens/sec34.422.8
First chunk1991 ms721 ms
TTFT2.0 s721 ms
Load time40.6 s23.0 s
Memory usage5.0 GB25.5 GB
Memory %8%40%

HW Fit Score Breakdown

qwen2.5-coder:7b

Speed
38/50
TTFT
12/20
Memory
9/30

Kimi-48B:48B

Speed
31/50
TTFT
20/20
Memory
27/30

Quality

qwen2.5-coder:7b

Reasoning
11/20
Coding
18/20
Instruction
12/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

Kimi-48B:48B

Reasoning
18/20
Coding
19/20
Instruction
15/20
Structured
15/15
Math
13/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest