qwen3.6-27b-mtp-pi-reasoning
LM-STUDIO GGUFqwen35 · 27B · Q4_K_M
Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
starcoder2:7b
OLLAMA GGUFstarcoder2 · 7B · Q4_0
Mar 2, 2026 · Apple M4
Global Score
85 vs 35
Hardware Fit
80 vs 97
Quality Score
87 vs 8
Hardware
qwen3.6-27b-mtp-pi… starcoder2:7b
MachineASUSMacBook Air
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorApple M4
Cores1610
RAM31 GB32 GB
GPUNVIDIA GeForce RTX 4090, RaphaelApple M4
OScachyos rollingmacOS 26.3
Archx64arm64
Power Modelow-powerbalanced
Performance
qwen3.6-27b-mtp-pi… starcoder2:7b
Tokens/sec78.523.8
First chunk5 msN/A
TTFT198 ms251 ms
Load timeN/A0.4 s
Memory usage24.6 GB6.3 GB
Memory %81%20%
HW Fit Score Breakdown
qwen3.6-27b-mtp-pi-reas…
Speed
50/50
TTFT
20/20
Memory
10/30
starcoder2:7b
Speed
37/50
TTFT
30/20
Memory
30/30
Quality
qwen3.6-27b-mtp-pi-reas…
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
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
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest