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llama-3.1-8b-instruct

LM-STUDIO GGUF

llama · 8B · Q8_0

Excellent

Apr 26, 2026 · AMD Ryzen 5 5500

prism-ml/bonsai-27b

LM-STUDIO GGUF

qwen35 · 27B · Q1_0

Excellent

Sep 20, 2026 · AMD Ryzen 9 8940HX

Global Score
81 vs 81
Hardware Fit
100 vs 95
Quality Score
73 vs 75

Hardware

llama-3.1-8b-instr… prism-ml/bonsai-27b
MachineASUSASUSTeK COMPUTER INC. ROG Strix G16 G614PH_G614PH
CPUAMD Ryzen 5 5500AMD Ryzen 9 8940HX
Cores1232
RAM31 GB15 GB
GPUNavi 44 [Radeon RX 9060 XT]NVIDIA GeForce RTX 5050 Laptop GPU, AMD Radeon(TM) 610M
OSNobara Linux 43Microsoft Windows 11 Home Single Language 10.0.26200
Archx64x64
Power Modeperformancebalanced

Performance

llama-3.1-8b-instr… prism-ml/bonsai-27b
Tokens/sec35.633.6
First chunk52 ms20 ms
TTFT256 ms409 ms
Load timeN/AN/A
Memory usage8.6 GB5.3 GB
Memory %28%35%

HW Fit Score Breakdown

llama-3.1-8b-instruct

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

prism-ml/bonsai-27b

Speed
46/50
TTFT
20/20
Memory
29/30

Quality

llama-3.1-8b-instruct

Reasoning
13/20
Coding
17/20
Instruction
13/20
Structured
15/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

prism-ml/bonsai-27b

Reasoning
17/20
Coding
13/20
Instruction
13/20
Structured
15/15
Math
8/15
Multilingual
9/10
Reasoning: Strong Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

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