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URL: https://willitrunai.com/models/gemma-2-2b

โ‡ฑ Gemma 2 2B VRAM Requirements โ€” GPU Compatibility


๐Ÿ‘ Google
Google

Gemma 2 2B

Current
๐Ÿ‘ huggingface
HuggingFace
390.2KDownloads1.4KLikesJun 2024Released8K tokensContextGemmaLicense15 EntryQuality

Gemma 2 2B (2B parameters) requires approximately 4.6 GB of VRAM with Q4_K_M quantization. For the best balance of quality and speed, we recommend hardware with at least 6 GB of VRAM.

Get started

โ€” copy & paste to run locally

Copy-paste commands to run Gemma 2 2B on your machine.

Run

lms load gemma-2-2b-it && lms server start

Quick specs

Parameters2B
Architecturedense
Context8K tokens
Modalitytext
Min RAM0.8 GB
Rec. RAM1.2 GB (Q4_K_M)
LicenseGemma
FamilyGemma
โœ“ Chat

About this model

Gemma 2 2B is Google's lightweight model designed for on-device and edge deployment. Delivers strong text generation and reasoning performance at minimal resource cost.

Related models

Your hardware

Detecting...

Quick picks

๐Ÿ‘ Intel
Best budgetB
Intel Arc A380 6GB~$139 โ€” 28 tok/s
๐Ÿ‘ NVIDIA
Best overallB
RTX 2060 6GB~$349 โ€” 28 tok/s

Best hardware

Top picks for Gemma 2 2B

RTX 4050 Laptop 6GBB
6 GB
RTX 2060 6GBB
6 GB
Intel Arc Pro A40 6GBB
6 GB
Intel Arc A380 6GBB
6 GB
GTX 1060 6GBB
6 GB

Run this model

Gemma 2 2B on RTX 4050 Laptop 6GBGemma 2 2B on RTX 2060 6GBGemma 2 2B on Intel Arc Pro A40 6GB

Quantization options

VRAM estimates by quant level

No hardware detected โ€” fit column shows raw VRAM estimates

QuantBitsVRAMQualityFit
Q2_K
2
0.8 GB
Lowโ€”
Q3_K_S
3
1.0 GB
Lowโ€”
NVFP4
4
1.1 GB
Mediumโ€”
Q4_K_M
4
1.2 GB
Mediumโ€”
Q5_K_M
5
1.4 GB
Highโ€”
Q6_K
6
1.6 GB
Highโ€”
Q8_0
8
2.1 GB
Very Highโ€”
F16
16
4.1 GB
Maximumโ€”

Quality benchmarks

Gemma 2 2B benchmark scores

Benchmark verified

Coding

SWE-bench Verifiedโ€”
HumanEval+40.2%
Aider Polyglotโ€”
LiveCodeBenchโ€”

Reasoning

MMLU-Pro17.2%
GPQA Diamond3.2%
MATH-50036.6%
ARC Challenge68.4%

General

Chatbot Arenaโ€”
IFEval56.7%

Source: official ยท 2024-06-27

Hardware compatibility

Fit estimates across all hardware

Open calculator

Computing compatibility...

Memory breakdown

Reference: RTX 2060 6GB

Weights1.2 GB
KV Cache1.6 GB
Runtime1.2 GB
Headroom0.6 GB

Frequently asked questions

FAQ โ€” Gemma 2 2B

See also

Quantization GuideScoring MethodologyVRAM Calculator