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codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Ling-3.0-tiny-IQ4_XS:latest

OLLAMA GGUF

bailingmoe3 · 7.9B · IQ4_XS

Excellent

Aug 30, 2026 · Intel Core™ i7-7700HQ

Global Score
67 vs 87
Hardware Fit
67 vs 100
Quality Score
67 vs 82

Hardware

codestral:22b Ling-3.0-tiny-IQ4_…
MachineNVIDIA NVIDIA_DGX_SparkASUSTeK COMPUTER INC. GL702VMK
CPUCortex-X925Intel Core™ i7-7700HQ
Cores208
RAM122 GB16 GB
GPUDevice 2e12NVIDIA GeForce GTX 1060
OSUbuntu 24.04.4 LTSMicrosoft Windows 11 Home 10.0.26200
Archarm64x64
Power Modeperformancebalanced

Performance

codestral:22b Ling-3.0-tiny-IQ4_…
Tokens/sec17.224.7
First chunk129 ms283 ms
TTFT129 ms283 ms
Load time11.6 s45.8 s
Memory usage18.9 GB4.3 GB
Memory %16%27%

HW Fit Score Breakdown

codestral:22b

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

Ling-3.0-tiny-IQ4_XS:la…

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

Quality

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

Ling-3.0-tiny-IQ4_XS:la…

Reasoning
17/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
9/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate 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