qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score

70 vs 68

Hardware Fit

94 vs 97

Quality Score

54 vs 49

Hardware

qwen2.5-coder:7b codellama:7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

qwen2.5-coder:7b codellama:7b

Tokens/sec21.523.6

TTFT290 ms297 ms

Load time0.8 s0.9 s

Memory usage7.6 GB12.6 GB

Memory %24%39%

HW Fit Score Breakdown

qwen2.5-coder:7b

Speed

34/40

TTFT

30/30

Memory

30/30

codellama:7b

Speed

37/40

TTFT

30/30

Memory

30/30

Quality

qwen2.5-coder:7b

Reasoning

10/20

Coding

0/20

Instruction

13/20

Structured

13/15

Math

9/15

Multilingual

9/10

Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Adequate 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

View qwen2.5-coder:7b details | View codellama:7b details

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