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llama3.1:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

codellama:7b

OLLAMA GGUF

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
75 vs 63
Hardware Fit
93 vs 97
Quality Score
67 vs 49

Hardware

llama3.1:8b codellama:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

llama3.1:8b codellama:7b
Tokens/sec20.323.6
First chunkN/AN/A
TTFT315 ms297 ms
Load time1.1 s0.9 s
Memory usage10.4 GB12.6 GB
Memory %33%39%

HW Fit Score Breakdown

llama3.1:8b

Speed
33/50
TTFT
30/20
Memory
30/30

codellama:7b

Speed
37/50
TTFT
30/20
Memory
30/30

Quality

llama3.1:8b

Reasoning
12/20
Coding
15/20
Instruction
13/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

codellama:7b

Reasoning
6/20
Coding
7/20
Instruction
12/20
Structured
13/15
Math
3/15
Multilingual
8/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor 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