Back to leaderboard

codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
63 vs 61
Hardware Fit
97 vs 91
Quality Score
49 vs 48

Hardware

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

Performance

codellama:7b codegemma:7b
Tokens/sec23.619.2
TTFT297 ms316 ms
Load time0.9 s0.1 s
Memory usage12.6 GB8.7 GB
Memory %39%27%

HW Fit Score Breakdown

codellama:7b

Speed
37/40
TTFT
30/30
Memory
30/30

codegemma:7b

Speed
31/40
TTFT
30/30
Memory
30/30

Quality

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

codegemma:7b

Reasoning
1/20
Coding
0/20
Instruction
13/20
Structured
15/15
Math
10/15
Multilingual
9/10
Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
View codellama:7b details | View codegemma:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running