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starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

qwen3.6:35b-a3b-q8_0

OLLAMA GGUF

qwen35moe · 36.0B · Q8_0

Excellent

Jul 7, 2026 · Cortex-X925

Global Score
35 vs 91
Hardware Fit
97 vs 99
Quality Score
8 vs 87

Hardware

starcoder2:7b qwen3.6:35b-a3b-q8_0
MachineMacBook AirASUSTeK COMPUTER INC. GX10
CPUApple M4Cortex-X925
Cores1020
RAM32 GB122 GB
GPUApple M4Device 2e12
OSmacOS 26.3Ubuntu 24.04.4 LTS
Archarm64arm64
Power Modebalancedperformance

Performance

starcoder2:7b qwen3.6:35b-a3b-q8_0
Tokens/sec23.856.2
First chunkN/A531 ms
TTFT251 ms531 ms
Load time0.4 s32.8 s
Memory usage6.3 GB41.0 GB
Memory %20%34%

HW Fit Score Breakdown

starcoder2:7b

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

qwen3.6:35b-a3b-q8_0

Speed
50/50
TTFT
20/20
Memory
29/30

Quality

starcoder2:7b

Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

qwen3.6:35b-a3b-q8_0

Reasoning
16/20
Coding
18/20
Instruction
16/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
View starcoder2:7b details | View qwen3.6:35b-a3b-q8_0 details

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