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swift-1.5-iq2_xs

LM-STUDIO UNKNOWN
Excellent

Nov 14, 2026 · AMD Ryzen 5 5600X 6-Core Processor

codegemma:7b

OLLAMA GGUF

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
96 vs 71
Hardware Fit
94 vs 91
Quality Score
97 vs 62

Hardware

swift-1.5-iq2_xs codegemma:7b
MachineGigabyte Technology Co., Ltd. B550M AORUS PROMacBook Air
CPUAMD Ryzen 5 5600X 6-Core ProcessorApple M4
Cores1210
RAM47 GB32 GB
GPUAD106 [GeForce RTX 4060 Ti]Apple M4
OSArch LinuxmacOS 26.3
Archx64arm64
Power Modelow-powerbalanced

Performance

swift-1.5-iq2_xs codegemma:7b
Tokens/sec60.018.7
First chunk2 msN/A
TTFT2.6 s320 ms
Load timeN/A0.8 s
Memory usage0.9 GB8.7 GB
Memory %2%27%

HW Fit Score Breakdown

swift-1.5-iq2_xs

Speed
50/50
TTFT
14/20
Memory
30/30

codegemma:7b

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

Quality

swift-1.5-iq2_xs

Reasoning
20/20
Coding
19/20
Instruction
19/20
Structured
15/15
Math
15/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

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
View swift-1.5-iq2_xs details | View codegemma:7b details

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