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Google · Chat and reasoning · 12.2B parameters · gemma

Gemma 3 12B

Needs 17 GB at FP8 / INT8. The smallest real configuration today is 1× Tesla P40 at Clore.ai, $0.04 per hour, about $30 a month at 730 hours.

Parameters12.2Bdense
Context128k tokensmaximum published
Checkpoint24 GBBF16, as published
Licensegemmacheck before commercial use
Released—documented date
Smallest configuration · FP8 / INT8
1× Tesla P4024 GB VRAM · 67% used
Per hour
$0.04
Per month
$30
Cheapest at
Clore.ai
All Tesla P40 offers →
Memory · 3 precisions · 4 context lengths

How much VRAM it needs

Weights plus runtime overhead, then the KV cache that grows with the context you serve.

PrecisionWeightsWeights + headroom4k context32k context128k context
BF16published checkpoint24 GB30 GB31 GB43 GB81 GB
FP8 / INT8published checkpoint13 GB17 GB18 GB29 GB68 GB
INT4 / MXFP4published checkpoint8 GB10 GB11 GB23 GB61 GB
KV cacheone sequence, FP16 cache, included above——2 GB13 GB52 GB
Cross-checked on Hugging Face Oct 28, 2026: 12.2B parameters in the safetensors headers, 24.4 GB of weight files, attention layout from config.json (48 layers, 8 KV heads × 256). Method: weights as published at the native precision, verified on Hugging Face 2026-10-28; other precisions estimated at 1 (8-bit) and 0.6 (4-bit) bytes per parameter; × 1.2 runtime headroom; KV cache = 8192 bytes per token per layer × 48 full-attention layers (FP16 cache, one sequence).config.json ↗
Smallest configuration per GPU · 109 GPUs · cheapest eligible on-demand offer per GPU count, every provider on file

What it costs to run, GPU by GPU

The fewest GPUs of one type whose total memory fits the model at short context, priced from the cheapest eligible on-demand offer for exactly that count (45-day window, newest reading per provider), with the next providers beside it. Monthly = 730 hours.

GPUSmallest configVRAM used$ / hour$ / monthCheapest at
Tesla P40Best fit1× 24 GB24 GB total67%$0.04$30Clore.aiTrust 49 · read Nov 2 · receipt · also gcube $0.07, Vast.ai $0.11
RTX A20002× 12 GB24 GB total67%$0.07$50Vast.aiTrust 78 · read Nov 2 · receipt · also Clore.ai $0.08
RTX 30602× 12 GB24 GB total67%$0.07$50Vast.aiTrust 78 · read Nov 2 · receipt · also Clore.ai $0.10, Edgevana $0.14
Tesla V100 32GB1× 32 GB32 GB total50%$0.07$50Vast.aiTrust 78 · read Nov 2 · receipt · also Cyfuture AI $0.57, E2E Networks $1.50
Tesla M401× 24 GB24 GB total67%$0.07$54Clore.aiTrust 49 · read Nov 2 · receipt · also gcube $0.07
GTX 1080 Ti2× 11 GB22 GB total73%$0.08$55Clore.aiTrust 49 · read Nov 2 · receipt · also Vast.ai $0.13
T42× 16 GB32 GB total50%$0.08$59Vast.aiTrust 78 · read Nov 2 · receipt · also iwinv $0.39, Theta EdgeCloud $0.40
RTX 30901× 24 GB24 GB total67%$0.09$66Akash NetworkTrust 48 · read Nov 2 · receipt · also Vast.ai $0.11, Clore.ai $0.12
Tesla P1002× 16 GB32 GB total50%$0.10$70Vast.aiTrust 78 · read Nov 2 · receipt
L41× 24 GB24 GB total67%$0.10$76Vast.aiTrust 78 · read Nov 2 · receipt · also Hikube $0.27, Infomaniak $0.28
Quadro P20004× 5 GB20 GB total80%$0.11$80Vast.aiTrust 78 · read Nov 2 · receipt
RTX A45001× 20 GB20 GB total80%$0.11$82gcubenot scored · read Nov 2 · receipt
RTX A50001× 24 GB24 GB total67%$0.12$87gcubenot scored · read Nov 2 · receipt · also GPURento $0.16, Clore.ai $0.17
Titan Xp2× 12 GB24 GB total67%$0.12$89Vast.aiTrust 78 · read Nov 2 · receipt
RTX 20604× 6 GB24 GB total67%$0.12$91Clore.aiTrust 49 · read Nov 2 · receipt · also Vast.ai $0.24, Edgevana $0.28
RTX 40901× 24 GB24 GB total67%$0.13$94Clore.aiTrust 49 · read Nov 2 · receipt · also Vast.ai $0.13, GPUBank $0.23
RTX 60001× 24 GB24 GB total67%$0.13$98Vast.aiTrust 78 · read Nov 2 · receipt · also Clore.ai $0.21
Titan RTX1× 24 GB24 GB total67%$0.14$99Vast.aiTrust 78 · read Nov 2 · receipt
RTX 3090 Ti1× 24 GB24 GB total67%$0.14$104gcubenot scored · read Nov 2 · receipt · also Vast.ai $0.21, Salad $0.22
RTX 2080 Ti2× 11 GB22 GB total73%$0.14$104Vast.aiTrust 78 · read Nov 2 · receipt · also Edgevana $0.28, Clore.ai $0.33
RTX A40002× 16 GB32 GB total50%$0.14$105Vast.aiTrust 78 · read Nov 2 · receipt · also Clore.ai $0.19, AtmosCompute $0.30
RTX PRO 20002× 16 GB32 GB total50%$0.15$106Clore.aiTrust 49 · read Nov 2 · receipt
RTX 30802× 10 GB20 GB total80%$0.16$120Vast.aiTrust 78 · read Nov 2 · receipt · also Clore.ai $0.21, Edgevana $0.25
RTX 4000 Ada1× 20 GB20 GB total80%$0.17$128Vast.aiTrust 78 · read Nov 2 · receipt · also Edgevana $0.24, OpenRelay $0.25
The 24 cheapest of 91 GPU types that fit. Every GPU, any precision and context, in the finder