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Gemma 2 9B Instruct

9.2B parameters · native context 8,192 · gemma2

Estimated VRAM requirement

Weight memory uses parameter count × bits per weight, plus a quantization overhead factor. KV cache uses standard GQA formulas. Values are calculated estimates, not measured allocations.

QuantizationEstimated weights2K total4K total8K total
FP1617.6 GB20.4 GB21.0 GB22.3 GB
Q89.9 GB12.1 GB12.7 GB14.0 GB
Q67.7 GB9.7 GB10.4 GB11.7 GB
Q56.5 GB8.4 GB9.1 GB10.4 GB
Q45.4 GB7.3 GB7.9 GB9.2 GB
Q34.3 GB6.1 GB6.7 GB8.1 GB

Find a GPU for this model

Run at the quantization and context selected below. Defaults are Q4 and 8K when you do not change the controls. Results are full-VRAM fits only — not a speed ranking.

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Run at
Q4 · 8K context
Required VRAM
9.2 GB

Lowest-cost full-VRAM option

Sorted by lowest current Amazon price among GPUs that fit entirely in VRAM. This is not a performance ranking.

NVIDIA

NVIDIA Tesla K40 12 GB

GPU VRAM
12 GB advertised
Required VRAM
9.2 GB
Usable GPU VRAM
10.8 GB
VRAM headroom
1.6 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
2 mapped · 1 Amazon-matched
Amazon
$262.48 current Amazon price

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NVIDIA

NVIDIA Quadro P5000 16 GB

GPU VRAM
16 GB advertised
Required VRAM
9.2 GB
Usable GPU VRAM
14.4 GB
VRAM headroom
5.2 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
5 mapped · 1 Amazon-matched
Amazon
$330.99 current Amazon price

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NVIDIA

NVIDIA RTX 3060 12 GB

GPU VRAM
12 GB advertised
Required VRAM
9.2 GB
Usable GPU VRAM
10.8 GB
VRAM headroom
1.6 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
28 mapped · 7 Amazon-matched
Amazon
$369.22 current Amazon price

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More VRAM headroom

Sorted by leftover usable VRAM after the calculated requirement. Headroom is not tokens/sec.

NVIDIA

NVIDIA RTX 6000 48 GB

GPU VRAM
48 GB advertised
Required VRAM
9.2 GB
Usable GPU VRAM
43.2 GB
VRAM headroom
34.0 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 0 Amazon-matched
Amazon
Check price on Amazon

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NVIDIA

NVIDIA RTX 8000 48 GB

GPU VRAM
48 GB advertised
Required VRAM
9.2 GB
Usable GPU VRAM
43.2 GB
VRAM headroom
34.0 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 0 Amazon-matched
Amazon
Check availability

View GPU options

NVIDIA

NVIDIA RTX A6000 48 GB

GPU VRAM
48 GB advertised
Required VRAM
9.2 GB
Usable GPU VRAM
43.2 GB
VRAM headroom
34.0 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
2 mapped · 0 Amazon-matched
Amazon
Check availability

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Other compatible GPUs

NVIDIA

NVIDIA GTX 1080 Ti 11 GB

GPU VRAM
11 GB advertised
Required VRAM
9.2 GB
Usable GPU VRAM
9.9 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
16 mapped · 0 Amazon-matched
Amazon
Check price on Amazon

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NVIDIA

NVIDIA RTX 2080 Ti 11 GB

GPU VRAM
11 GB advertised
Required VRAM
9.2 GB
Usable GPU VRAM
9.9 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
14 mapped · 0 Amazon-matched
Amazon
Check price on Amazon

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AMD

AMD Radeon RX 6750 XT 12 GB

GPU VRAM
12 GB advertised
Required VRAM
9.2 GB
Usable GPU VRAM
10.8 GB
VRAM headroom
1.6 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
6 mapped · 0 Amazon-matched
Amazon
Check price on Amazon

View GPU optionsCheck price on Amazon

Compatible GPUs

Status is a calculated memory fit against usable VRAM (advertised × 0.9). Open a GPU to see product SKUs and Amazon listings.

GPUVRAMQ4Q8FP16
NVIDIA RTX A6000 48 GB48 GBFitsFitsFits
NVIDIA RTX 5090 32 GB32 GBFitsFitsFits
AMD Radeon RX 7900 XTX 24 GB24 GBFitsFitsFits
NVIDIA Quadro P6000 24 GB24 GBFitsFitsFits
NVIDIA RTX 3090 24 GB24 GBFitsFitsFits
NVIDIA RTX 3090 Ti 24 GB24 GBFitsFitsFits
NVIDIA RTX 4090 24 GB24 GBFitsFitsFits
NVIDIA RTX 6000 24 GB24 GBFitsFitsFits
NVIDIA RTX A5000 24 GB24 GBFitsFitsFits
NVIDIA RTX 4000 20 GB20 GBFitsFitsOffload
NVIDIA RTX A4500 20 GB20 GBFitsFitsOffload
AMD Radeon RX 6800 16 GB16 GBFitsFitsOffload
AMD Radeon RX 6800 XT 16 GB16 GBFitsFitsOffload
AMD Radeon RX 6900 XT 16 GB16 GBFitsFitsOffload
AMD Radeon RX 7600 XT 16 GB16 GBFitsFitsOffload
AMD Radeon RX 7800 XT 16 GB16 GBFitsFitsOffload
AMD Radeon RX 9070 XT 16 GB16 GBFitsFitsOffload
NVIDIA Quadro P5000 16 GB16 GBFitsFitsOffload
NVIDIA RTX 4060 Ti 16 GB16 GBFitsFitsOffload
NVIDIA RTX 4070 Ti SUPER 16 GB16 GBFitsFitsOffload
NVIDIA RTX 4080 16 GB16 GBFitsFitsOffload
NVIDIA RTX 4080 SUPER 16 GB16 GBFitsFitsOffload
NVIDIA RTX 5000 16 GB16 GBFitsFitsOffload
NVIDIA RTX 5070 Ti 16 GB16 GBFitsFitsOffload
NVIDIA RTX 5080 16 GB16 GBFitsFitsOffload
NVIDIA RTX A4000 16 GB16 GBFitsFitsOffload
AMD Radeon RX 6700 XT 12 GB12 GBFitsOffloadOffload
AMD Radeon RX 6750 XT 12 GB12 GBFitsOffloadOffload
AMD Radeon RX 7700 XT 12 GB12 GBFitsOffloadOffload
NVIDIA RTX 2060 12 GB12 GBFitsOffloadOffload
NVIDIA RTX 3060 12 GB12 GBFitsOffloadOffload
NVIDIA RTX 3080 Ti 12 GB12 GBFitsOffloadOffload
NVIDIA RTX 4070 12 GB12 GBFitsOffloadOffload
NVIDIA RTX 4070 SUPER 12 GB12 GBFitsOffloadOffload
NVIDIA RTX 4070 Ti 12 GB12 GBFitsOffloadOffload
NVIDIA RTX 5070 12 GB12 GBFitsOffloadOffload
NVIDIA RTX A2000 12 GB12 GBFitsOffloadOffload
NVIDIA Tesla K40 12 GB12 GBFitsOffloadOffload
NVIDIA GTX 1080 Ti 11 GB11 GBFitsOffloadOffload
NVIDIA RTX 2080 Ti 11 GB11 GBFitsOffloadOffload
NVIDIA RTX 3080 10 GB10 GBFitsOffloadOffload
AMD Radeon RX 480 8 GB8 GBOffloadOffloadOffload
AMD Radeon RX 5500 XT 8 GB8 GBOffloadOffloadOffload
AMD Radeon RX 5700 8 GB8 GBOffloadOffloadOffload
AMD Radeon RX 5700 XT 8 GB8 GBOffloadOffloadOffload
AMD Radeon RX 570 8 GB8 GBOffloadOffloadOffload
AMD Radeon RX 580 8 GB8 GBOffloadOffloadOffload
AMD Radeon RX 6600 8 GB8 GBOffloadOffloadOffload
AMD Radeon RX 6600 XT 8 GB8 GBOffloadOffloadOffload
AMD Radeon RX 6650 XT 8 GB8 GBOffloadOffloadOffload
AMD Radeon RX 7600 8 GB8 GBOffloadOffloadOffload
NVIDIA GTX 1070 8 GB8 GBOffloadOffloadOffload
NVIDIA GTX 1070 Ti 8 GB8 GBOffloadOffloadOffload
NVIDIA GTX 1080 8 GB8 GBOffloadOffloadOffload
NVIDIA Quadro 4000 8 GB8 GBOffloadOffloadOffload
NVIDIA Quadro M4000 8 GB8 GBOffloadOffloadOffload
NVIDIA Quadro P4000 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 2060 SUPER 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 2070 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 2070 SUPER 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 2080 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 2080 SUPER 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 3050 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 3060 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 3060 Ti 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 3070 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 3070 Ti 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 4000 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 4060 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 4060 Ti 8 GB8 GBOffloadOffloadOffload
NVIDIA RTX 5060 8 GB8 GBOffloadOffloadOffload
AMD Radeon RX 5600 XT 6 GB6 GBOffloadOffloadNo
NVIDIA GTX 1060 6 GB6 GBOffloadOffloadNo
NVIDIA GTX 1660 6 GB6 GBOffloadOffloadNo
NVIDIA GTX 1660 SUPER 6 GB6 GBOffloadOffloadNo
NVIDIA GTX 1660 Ti 6 GB6 GBOffloadOffloadNo
NVIDIA GTX 980 Ti 6 GB6 GBOffloadOffloadNo
NVIDIA RTX 2060 6 GB6 GBOffloadOffloadNo
NVIDIA RTX 3050 6 GB6 GBOffloadOffloadNo
NVIDIA RTX A2000 6 GB6 GBOffloadOffloadNo

Sources

Model specifications: official repository google/gemma-2-9b-it · revision official-fallback-config. Compatibility: RigForAI calculator v1.0.0 (estimated VRAM). GPU products: Icecat. Amazon is a separate affiliate match and is not used as a spec source.