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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

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score
68 vs 67
Hardware Fit
59 vs 67
Quality Score
72 vs 67

Hardware

qwen2.5-coder:7b codestral:22b
MachineASUSNVIDIA NVIDIA_DGX_Spark
CPUIntel Gen Intel® Core™ i7-13700KCortex-X925
Cores2420
RAM64 GB122 GB
GPUNVIDIA GeForce RTX 3070Device 2e12
OSMicrosoft Windows 11 Pro 10.0.26200Ubuntu 24.04.4 LTS
Archx64arm64
Power Modeunknownperformance

Performance

qwen2.5-coder:7b codestral:22b
Tokens/sec34.417.2
First chunk1991 ms129 ms
TTFT2.0 s129 ms
Load time40.6 s11.6 s
Memory usage5.0 GB18.9 GB
Memory %8%16%

HW Fit Score Breakdown

qwen2.5-coder:7b

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

codestral:22b

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

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

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