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deepseek-r1:7b

OLLAMA GGUF

qwen2 · 7.6B · Q4_K_M

Good

Mar 5, 2026 · Intel Core™ i5-6500

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score
66 vs 67
Hardware Fit
63 vs 67
Quality Score
67 vs 67

Hardware

deepseek-r1:7b codestral:22b
MachineGigabyte Technology Co., Ltd. H170M-D3HNVIDIA NVIDIA_DGX_Spark
CPUIntel Core™ i5-6500Cortex-X925
Cores420
RAM16 GB122 GB
GPUGP104 [GeForce GTX 1070]Device 2e12
OSUbuntu 24.04.4 LTSUbuntu 24.04.4 LTS
Archx64arm64
Power Modelow-powerperformance

Performance

deepseek-r1:7b codestral:22b
Tokens/sec35.617.2
First chunk224 ms129 ms
TTFT7.5 s129 ms
Load time7.7 s11.6 s
Memory usage4.6 GB18.9 GB
Memory %29%16%

HW Fit Score Breakdown

deepseek-r1:7b

Speed
50/50
TTFT
7/20
Memory
6/30

codestral:22b

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

Quality

deepseek-r1:7b

Reasoning
16/20
Coding
10/20
Instruction
9/20
Structured
10/15
Math
14/15
Multilingual
8/10
Reasoning: Strong Coding: Adequate Instruction Following: Weak 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

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