Back to leaderboard

smollm2-1.7b-instruct

LM-STUDIO GGUF

llama · 1.7B · Q4_K_M

Marginal

Mar 6, 2026 · Intel Core™ i5-5300U

google/gemma-4-12b-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
48 vs 92
Hardware Fit
63 vs 100
Quality Score
41 vs 89

Hardware

smollm2-1.7b-instr… google/gemma-4-12b…
MachineLENOVO 20BUS00700Micro-Star International Co., Ltd. MS-7E51
CPUIntel Core™ i5-5300UAMD Ryzen 7 9700X 8-Core Processor
Cores416
RAM16 GB31 GB
GPUIntel(R) HD Graphics 5500NVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSMicrosoft Windows 10 Professionnel 10.0.19045Microsoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

smollm2-1.7b-instr… google/gemma-4-12b…
Tokens/sec6.690.7
First chunk3184 ms26 ms
TTFT3.2 s127 ms
Load timeN/AN/A
Memory usage1.0 GB6.7 GB
Memory %6%21%

HW Fit Score Breakdown

smollm2-1.7b-instruct

Speed
23/50
TTFT
15/20
Memory
25/30

google/gemma-4-12b-qat

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

Quality

smollm2-1.7b-instruct

Reasoning
5/20
Coding
7/20
Instruction
12/20
Structured
10/15
Math
2/15
Multilingual
5/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Adequate Math: Poor Multilingual: Weak

google/gemma-4-12b-qat

Reasoning
17/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong 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