Back to leaderboard

smollm2:360m

llama · 361.82M · F16

Marginal

Mar 2, 2026 · Apple M4

codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
59 vs 68
Hardware Fit
100 vs 97
Quality Score
32 vs 49

Hardware

smollm2:360m codellama:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

smollm2:360m codellama:7b
Tokens/sec117.923.6
TTFT43 ms297 ms
Load time0.4 s0.9 s
Memory usage1.2 GB12.6 GB
Memory %4%39%

HW Fit Score Breakdown

smollm2:360m

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

codellama:7b

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

Quality

smollm2:360m

Reasoning
4/20
Coding
2/20
Instruction
10/20
Structured
9/15
Math
4/15
Multilingual
3/10
Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Adequate Math: Poor Multilingual: Weak

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
View smollm2:360m details | View codellama:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running