Back to leaderboard

qwen3-vl:8b

OLLAMA GGUF

qwen3vl · 8.8B · Q4_K_M

Good

Apr 28, 2026 · Intel Xeon® Gold 6230

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score
72 vs 67
Hardware Fit
89 vs 67
Quality Score
64 vs 67

Hardware

qwen3-vl:8b codestral:22b
MachineHP HP Z8 G4 WorkstationNVIDIA NVIDIA_DGX_Spark
CPUIntel Xeon® Gold 6230Cortex-X925
Cores8020
RAM252 GB122 GB
GPUTU104GL [Quadro RTX 5000]Device 2e12
OSUbuntu 24.04.4 LTSUbuntu 24.04.4 LTS
Archx64arm64
Power Modelow-powerperformance

Performance

qwen3-vl:8b codestral:22b
Tokens/sec68.217.2
First chunk285 ms129 ms
TTFT2.0 s129 ms
Load time42.4 s11.6 s
Memory usage7.1 GB18.9 GB
Memory %3%16%

HW Fit Score Breakdown

qwen3-vl:8b

Speed
50/50
TTFT
9/20
Memory
30/30

codestral:22b

Speed
17/50
TTFT
20/20
Memory
30/30

Quality

qwen3-vl:8b

Reasoning
16/20
Coding
3/20
Instruction
10/20
Structured
11/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Poor Instruction Following: Adequate Structured Output: Adequate Math: Strong Multilingual: Strong

codestral:22b

Reasoning
11/20
Coding
17/20
Instruction
9/20
Structured
14/15
Math
6/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Weak Structured Output: Strong Math: Weak Multilingual: Strong
View qwen3-vl:8b details | View codestral:22b 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