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Deterministic VRAM fit · not a benchmark
Find a GPU for your AI model
Choose a model, quantization and context size. The calculator returns GPUs that can hold the estimated memory entirely in VRAM, then maps those chips to real product SKUs and Amazon listings. This does not rank speed.
Assumptions used
- Model
- StarCoder2 7B
- Quantization
- Q4
- Context
- 8K
- Required VRAM
- 5.8 GB
99 canonical GPUs fit entirely in VRAM under these assumptions.
Lowest-cost full-VRAM option
Sorted by lowest current Amazon price among GPUs that fit entirely in VRAM. This is not a performance ranking.
AMD
AMD Radeon RX 580 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 13 mapped · 6 Amazon-matched
- Amazon
- $129.97 current Amazon price
NVIDIA
NVIDIA GTX 1080 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 14 mapped · 5 Amazon-matched
- Amazon
- $149.97 current Amazon price
NVIDIA
NVIDIA Quadro M4000 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 4 mapped · 3 Amazon-matched
- Amazon
- $150.99 current Amazon price
NVIDIA
NVIDIA Quadro M5000 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 1 mapped · 1 Amazon-matched
- Amazon
- $184.96 current Amazon price
NVIDIA
NVIDIA Quadro P4000 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 6 mapped · 2 Amazon-matched
- Amazon
- $216.44 current Amazon price
NVIDIA
NVIDIA GTX 1080 Ti 11 GB
- GPU VRAM
- 11 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 9.9 GB
- VRAM headroom
- 4.1 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 16 mapped · 3 Amazon-matched
- Amazon
- $216.99 current Amazon price
NVIDIA
NVIDIA RTX 2060 SUPER 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 14 mapped · 4 Amazon-matched
- Amazon
- $247.22 current Amazon price
AMD
AMD Radeon RX 5500 XT 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 4 mapped · 2 Amazon-matched
- Amazon
- $249.99 current Amazon price
NVIDIA
NVIDIA RTX 2080 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 14 mapped · 3 Amazon-matched
- Amazon
- $254.97 current Amazon price
NVIDIA
NVIDIA RTX 3050 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 9 mapped · 4 Amazon-matched
- Amazon
- $259.99 current Amazon price
NVIDIA
NVIDIA Tesla K40 12 GB
- GPU VRAM
- 12 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 10.8 GB
- VRAM headroom
- 5.0 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
- $268.96 current Amazon price
NVIDIA
NVIDIA RTX 3060 Ti 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 32 mapped · 14 Amazon-matched
- Amazon
- $283.22 current Amazon price
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
- 5.8 GB
- Usable GPU VRAM
- 43.2 GB
- VRAM headroom
- 37.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 1 mapped · 1 Amazon-matched
- Amazon
- $20888.00 current Amazon price
NVIDIA
NVIDIA RTX 8000 48 GB
- GPU VRAM
- 48 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 43.2 GB
- VRAM headroom
- 37.4 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
NVIDIA
NVIDIA RTX A6000 48 GB
- GPU VRAM
- 48 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 43.2 GB
- VRAM headroom
- 37.4 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
NVIDIA
NVIDIA Quadro GV100 32 GB
- GPU VRAM
- 32 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 28.8 GB
- VRAM headroom
- 23.0 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
NVIDIA
NVIDIA RTX 5000 32 GB
- GPU VRAM
- 32 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 28.8 GB
- VRAM headroom
- 23.0 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
- $4479.96 current Amazon price
NVIDIA
NVIDIA RTX 5090 32 GB
- GPU VRAM
- 32 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 28.8 GB
- VRAM headroom
- 23.0 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 8 mapped · 8 Amazon-matched
- Amazon
- $4799.99 current Amazon price
NVIDIA
NVIDIA Tesla M10 32 GB
- GPU VRAM
- 32 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 28.8 GB
- VRAM headroom
- 23.0 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
AMD
AMD Radeon RX 7900 XT 24 GB
- GPU VRAM
- 24 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 21.6 GB
- VRAM headroom
- 15.8 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 1 mapped · 1 Amazon-matched
- Amazon
- $1599.00 current Amazon price
AMD
AMD Radeon RX 7900 XTX 24 GB
- GPU VRAM
- 24 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 21.6 GB
- VRAM headroom
- 15.8 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 2 mapped · 2 Amazon-matched
- Amazon
- $1059.99 current Amazon price
NVIDIA
NVIDIA Quadro M6000 24 GB
- GPU VRAM
- 24 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 21.6 GB
- VRAM headroom
- 15.8 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 1 mapped · 1 Amazon-matched
- Amazon
- $3498.02 current Amazon price
NVIDIA
NVIDIA Quadro P6000 24 GB
- GPU VRAM
- 24 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 21.6 GB
- VRAM headroom
- 15.8 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 3 mapped · 2 Amazon-matched
- Amazon
- $646.96 current Amazon price
NVIDIA
NVIDIA RTX 3090 24 GB
- GPU VRAM
- 24 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 21.6 GB
- VRAM headroom
- 15.8 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 18 mapped · 13 Amazon-matched
- Amazon
- $1347.22 current Amazon price
Other compatible GPUs
AMD
AMD Radeon RX 470 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 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
AMD
AMD Radeon RX 480 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 4 mapped · 0 Amazon-matched
- Amazon
- Check availability
AMD
AMD Radeon RX 5700 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 4 mapped · 0 Amazon-matched
- Amazon
- Check availability
AMD
AMD Radeon RX 5700 XT 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 7 mapped · 6 Amazon-matched
- Amazon
- $585.00 current Amazon price
AMD
AMD Radeon RX 570 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 3 mapped · 1 Amazon-matched
- Amazon
- Check price on Amazon
AMD
AMD Radeon RX 590 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 1 mapped · 1 Amazon-matched
- Amazon
- Check price on Amazon
AMD
AMD Radeon RX 6600 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 4 mapped · 2 Amazon-matched
- Amazon
- $329.89 current Amazon price
AMD
AMD Radeon RX 6600 XT 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 6 mapped · 6 Amazon-matched
- Amazon
- $495.00 current Amazon price
AMD
AMD Radeon RX 6650 XT 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 4 mapped · 2 Amazon-matched
- Amazon
- $595.00 current Amazon price
AMD
AMD Radeon RX 7600 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 3 mapped · 2 Amazon-matched
- Amazon
- $399.98 current Amazon price
NVIDIA
NVIDIA GTX 1070 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 17 mapped · 11 Amazon-matched
- Amazon
- $320.00 current Amazon price
NVIDIA
NVIDIA GTX 1070 Ti 8 GB
- GPU VRAM
- 8 GB advertised
- Required VRAM
- 5.8 GB
- Usable GPU VRAM
- 7.2 GB
- VRAM headroom
- 1.4 GB — leftover usable memory after the calculated requirement, not a speed ranking
- Compatible
- Yes — fits entirely in VRAM
- Product SKUs
- 3 mapped · 3 Amazon-matched
- Amazon
- $409.00 current Amazon price