hf.co/lmstudio-community/gemma-4-E4B-it-GGUF:Q6_K
OLLAMA GGUFgemma4 · 7.52B · unknown
Aug 23, 2026 · Apple M1 Pro
codestral:22b
OLLAMA GGUFllama · 22.2B · Q4_0
Jun 26, 2026 · Cortex-X925
Global Score
88 vs 67
Hardware Fit
100 vs 67
Quality Score
83 vs 67
Hardware
hf.co/lmstudio-com… codestral:22b
MachineMacBook ProNVIDIA NVIDIA_DGX_Spark
CPUApple M1 ProCortex-X925
Cores1020
RAM16 GB122 GB
GPUApple M1 ProDevice 2e12
OSmacOS 26.6.2Ubuntu 24.04.4 LTS
Archarm64arm64
Power Modebalancedperformance
Performance
hf.co/lmstudio-com… codestral:22b
Tokens/sec34.617.2
First chunk210 ms129 ms
TTFT210 ms129 ms
Load time4.0 s11.6 s
Memory usage3.9 GB18.9 GB
Memory %25%16%
HW Fit Score Breakdown
hf.co/lmstudio-communit…
Speed
50/50
TTFT
20/20
Memory
30/30
codestral:22b
Speed
17/50
TTFT
20/20
Memory
30/30
Quality
hf.co/lmstudio-communit…
Reasoning
14/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
9/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong 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
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest