Back to leaderboard

codegemma:7b

OLLAMA GGUF

gemma · 9B · 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
71 vs 66
Hardware Fit
91 vs 51
Quality Score
62 vs 73

Hardware

codegemma: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

codegemma:7b ornith-1.5-9b_hybr…
Tokens/sec18.75.4
First chunkN/A39 ms
TTFT320 ms940 ms
Load time0.8 sN/A
Memory usage8.7 GB10.7 GB
Memory %27%8%

HW Fit Score Breakdown

codegemma:7b

Speed
31/50
TTFT
30/20
Memory
30/30

ornith-1.5-9b_hybrid-im…

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

Quality

codegemma:7b

Reasoning
1/20
Coding
14/20
Instruction
13/20
Structured
15/15
Math
10/15
Multilingual
9/10
Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate 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
View codegemma:7b details | View ornith-1.5-9b_hybr… 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