swift-1.5-iq2_xs
LM-STUDIO UNKNOWNNov 14, 2026 · AMD Ryzen 5 5600X 6-Core Processor
winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
Global Score
96 vs 77
Hardware Fit
94 vs 38
Quality Score
97 vs 93
Hardware
swift-1.5-iq2_xs winnow-12b
MachineGigabyte Technology Co., Ltd. B550M AORUS PROGMKtec EVO-X3
CPUAMD Ryzen 5 5600X 6-Core ProcessorAMD RYZEN AI MAX+ 395
Cores1232
RAM47 GB120 GB
GPUAD106 [GeForce RTX 4060 Ti]AMD Radeon(TM) 8060S Graphics
OSArch LinuxMicrosoft Windows 11 Pro 10.0.26300
Archx64x64
Power Modelow-powerbalanced
Performance
swift-1.5-iq2_xs winnow-12b
Tokens/sec60.012.9
First chunk2 ms19 ms
TTFT2.6 s9.7 s
Load timeN/A86.2 s
Memory usage0.9 GB51.3 GB
Memory %2%43%
HW Fit Score Breakdown
swift-1.5-iq2_xs
Speed
50/50
TTFT
14/20
Memory
30/30
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
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
winnow-12b
Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
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