Best GPU for Gemma 3 27B IT (2026)
The cheapest GPU that runs Gemma 3 27B IT at 4-bit (Q4) is the Radeon RX 7900 XT (20 GB), currently about $770 (used, GPU Sold, 2026-11-10). Gemma 3 27B IT needs roughly 17.5 GB of VRAM at Q4 with an 8K-token context. Don't want to buy? Rent a GeForce RTX 3090 that fits it from $0.14/hr (Vast.ai).
Prices updated Nov 12, 2026 · model on Hugging FaceCheapest card that fits, by quantization
| Quant | VRAM needed | Cheapest GPU that fits | Price | Est. speed* | Shop |
|---|---|---|---|---|---|
| Q4 | 17.5 GB | Radeon RX 7900 XT20 GB | $770 usedGPU Sold · 2026-11-10 | ~27 tok/s | Check priceused · eBayor new on Amazon |
| Q8 | 29.2 GB | RTX A600048 GBor rent one from $0.33/hrRunpod | $4,470 usedGPU Sold · 2026-11-10 | ~15 tok/s | Check priceused · eBayor new on Amazon |
| FP16 | 53.1 GB | No single GPU we track fits; needs multi-GPU — or rent a NVIDIA A100 80GB from $0.87/hr (below) | |||
*Rough estimate from memory bandwidth, single user. Context for text models: 8K tokens. Model specs: 27.4B parameters; 62 layers, 16 KV heads × 128 head dim; sliding-window attention on 5 of every 6 layers (window 1024) (from Hugging Face metadata, fetched 2026-10-18).
Or rent a GPU for Gemma 3 27B IT
| Quant | VRAM needed | Cheapest rentable GPU that fits | Price | Est. speed* | |
|---|---|---|---|---|---|
| Q4 | 17.5 GB | GeForce RTX 309024 GB | $0.14/hrVast.ai · marketplace | ~31 tok/s | Rent |
| Q8 | 29.2 GB | RTX A600048 GB | $0.33/hrRunpod · Community Cloud | ~15 tok/s | Rent |
| FP16 | 53.1 GB | NVIDIA A100 80GB80 GB | $0.87/hrVast.ai · marketplace | ~20 tok/s | Rent |
Cheapest on-demand hourly prices found 2026-11-12 05:55 ET. Marketplace prices move by the minute. Compare all rental prices and the buy-vs-rent break-even →
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FAQ
How much VRAM does Gemma 3 27B IT need?
About 18 GB at Q4, 29 GB at Q8, 53 GB at FP16 (including a 8K-token KV cache and ~1 GB runtime overhead).
What is the best budget GPU for Gemma 3 27B IT?
Radeon RX 7900 XT is the cheapest card in our tracker that fits it at Q4.
Can I rent a GPU to run Gemma 3 27B IT instead?
Yes. The cheapest single rented GPU with enough VRAM for Q4 we found was a GeForce RTX 3090 at $0.14/hour on Vast.ai (2026-11-12). Marketplace prices change constantly.
How fast will it run?
Token generation on a single GPU is limited mostly by memory bandwidth. Our tokens/sec figures are estimates (0.6 × bandwidth ÷ bytes read per token) and real results vary by backend and settings.
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