codestral:22b
OLLAMA GGUFllama · 22.2B · Q4_0
Jun 26, 2026 · Cortex-X925
hf.co/openbmb/MiniCPM5-1B-GGUF:F16
OLLAMA GGUFllama · 1.08B · F16
Aug 26, 2026 · Apple M1 Pro
Global Score
67 vs 62
Hardware Fit
67 vs 100
Quality Score
67 vs 45
Hardware
codestral:22b hf.co/openbmb/Mini…
MachineNVIDIA NVIDIA_DGX_SparkMacBook Pro
CPUCortex-X925Apple M1 Pro
Cores2010
RAM122 GB16 GB
GPUDevice 2e12Apple M1 Pro
OSUbuntu 24.04.4 LTSmacOS 26.6.2
Archarm64arm64
Power Modeperformancebalanced
Performance
codestral:22b hf.co/openbmb/Mini…
Tokens/sec17.289.1
First chunk129 ms42 ms
TTFT129 ms42 ms
Load time11.6 s1.6 s
Memory usage18.9 GB3.9 GB
Memory %16%25%
HW Fit Score Breakdown
codestral:22b
Speed
17/50
TTFT
20/20
Memory
30/30
hf.co/openbmb/MiniCPM5-…
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
hf.co/openbmb/MiniCPM5-…
Reasoning
16/20
Coding
9/20
Instruction
4/20
Structured
0/15
Math
14/15
Multilingual
2/10
Reasoning: Strong Coding: Weak Instruction Following: Poor Structured Output: Poor Math: Strong Multilingual: Poor
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