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gemma3:1b

OLLAMA GGUF

gemma3 · 999.89M · Q4_K_M

Good

Feb 28, 2026 · Apple M4

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score
68 vs 67
Hardware Fit
98 vs 67
Quality Score
55 vs 67

Hardware

gemma3:1b codestral:22b
MachineMacBook AirNVIDIA NVIDIA_DGX_Spark
CPUApple M4Cortex-X925
Cores1020
RAM32 GB122 GB
GPUApple M4Device 2e12
OSmacOS 26.3Ubuntu 24.04.4 LTS
Archarm64arm64
Power Modeunknownperformance

Performance

gemma3:1b codestral:22b
Tokens/sec39.417.2
First chunkN/A129 ms
TTFT362 ms129 ms
Load time0.3 s11.6 s
Memory usage1.3 GB18.9 GB
Memory %4%16%

HW Fit Score Breakdown

gemma3:1b

Speed
40/50
TTFT
30/20
Memory
28/30

codestral:22b

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

Quality

gemma3:1b

Reasoning
6/20
Coding
13/20
Instruction
15/20
Structured
12/15
Math
1/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Poor 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

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