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qwen2.5-coder:7b

OLLAMA GGUF

qwen2 · 7.6B · Q4_K_M

Excellent

Sep 15, 2026 · Intel Core™ i5-14400F

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score
82 vs 67
Hardware Fit
100 vs 67
Quality Score
74 vs 67

Hardware

qwen2.5-coder:7b codestral:22b
MachineGigabyte Technology Co., Ltd. B760 AORUS ELITE AX DDR4NVIDIA NVIDIA_DGX_Spark
CPUIntel Core™ i5-14400FCortex-X925
Cores1620
RAM32 GB122 GB
GPUNVIDIA GeForce RTX 5060 TiDevice 2e12
OSMicrosoft Windows 11 Professionnel 10.0.26200Ubuntu 24.04.4 LTS
Archx64arm64
Power Modebalancedperformance

Performance

qwen2.5-coder:7b codestral:22b
Tokens/sec73.017.2
First chunk52 ms129 ms
TTFT52 ms129 ms
Load time4.2 s11.6 s
Memory usage4.4 GB18.9 GB
Memory %14%16%

HW Fit Score Breakdown

qwen2.5-coder:7b

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

codestral:22b

Speed
17/50
TTFT
20/20
Memory
30/30

Quality

qwen2.5-coder:7b

Reasoning
10/20
Coding
19/20
Instruction
14/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

codestral:22b

Reasoning
11/20
Coding
17/20
Instruction
9/20
Structured
14/15
Math
6/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Weak Structured Output: Strong Math: Weak Multilingual: Strong
View qwen2.5-coder:7b details | View codestral:22b details

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