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codellama:7b

OLLAMA GGUF

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

ornith-1.5-9b_hybrid-imatrix

LM-STUDIO GGUF

qwen35 · F16

Not Rec.

Aug 23, 2026 · AMD Ryzen 9 3900X 12-Core Processor

Global Score
63 vs 66
Hardware Fit
97 vs 51
Quality Score
49 vs 73

Hardware

codellama:7b ornith-1.5-9b_hybr…
MachineMacBook AirMicro-Star International Co., Ltd. MS-7C37
CPUApple M4AMD Ryzen 9 3900X 12-Core Processor
Cores1024
RAM32 GB128 GB
GPUApple M4Intel(R) Arc(TM) Pro B70 Graphics
OSmacOS 26.3Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

codellama:7b ornith-1.5-9b_hybr…
Tokens/sec23.65.4
First chunkN/A39 ms
TTFT297 ms940 ms
Load time0.9 sN/A
Memory usage12.6 GB10.7 GB
Memory %39%8%

HW Fit Score Breakdown

codellama:7b

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

ornith-1.5-9b_hybrid-im…

Speed
5/50
TTFT
16/20
Memory
30/30

Quality

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

ornith-1.5-9b_hybrid-im…

Reasoning
14/20
Coding
14/20
Instruction
11/20
Structured
15/15
Math
9/15
Multilingual
10/10
Reasoning: Adequate 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