Image GenerationStable Diffusion

stabilityai/stable-diffusion-xl-base-1.0

stabilityai/stable-diffusion-xl-base-1.0

SDXL base, 1024px image generation on 8-10GB VRAM.

Parameters

3.5B

Context

4K

Downloads

4.3M

Likes

8.3K

Architecture

β€”

View on HuggingFace

GPU Requirements

VRAM / RAM / disk estimates by quantization and usage scenario

QuantizationMinimumRecommendedProduction
FP1616bit
16.2 GB
RAM 32.0 Β· Disk 49.2
18.1 GB
RAM 32.0 Β· Disk 75.2
21.3 GB
RAM 32.0 Β· Disk 114.2
FP88bit
9.8 GB
RAM 32.0 Β· Disk 44.1
11.4 GB
RAM 32.0 Β· Disk 70.1
14.2 GB
RAM 32.0 Β· Disk 109.1
INT88bit
9.8 GB
RAM 32.0 Β· Disk 44.1
11.4 GB
RAM 32.0 Β· Disk 70.1
14.2 GB
RAM 32.0 Β· Disk 109.1
AWQ4bit
6.7 GB
RAM 32.0 Β· Disk 41.6
8.1 GB
RAM 32.0 Β· Disk 67.6
10.9 GB
RAM 32.0 Β· Disk 106.6
GPTQ4bit
6.7 GB
RAM 32.0 Β· Disk 41.7
8.1 GB
RAM 32.0 Β· Disk 67.7
10.9 GB
RAM 32.0 Β· Disk 106.7
GGUF4bit
6.8 GB
RAM 32.0 Β· Disk 41.7
8.2 GB
RAM 32.0 Β· Disk 67.7
11.0 GB
RAM 32.0 Β· Disk 106.7

GPU Recommendations

Best ValueBEST

1Γ— RTX 3080 Ti

12 GB VRAM

$60.0/mo

β‰ˆ 20.4 img/min

Effective production throughput β‰ˆ 14.3 images/min

score 0.6753

Deploy on vast β†—
Cheapest

1Γ— Tesla V100

16 GB VRAM

$39.1/mo

β‰ˆ 0 img/min (N/A β€” benchmark unavailable)

Effective production throughput β‰ˆ 0 images/min

score 0.6242

Deploy on vast β†—
Performance

8Γ— RTX 5090

256 GB VRAM

$2,349/mo

β‰ˆ 501.6 img/min

Effective production throughput β‰ˆ 351.1 images/min

score 0.352

Deploy on vast β†—
Min Complexity

1Γ— RTX 3080

10 GB VRAM

$55.0/mo

β‰ˆ 18 img/min

Effective production throughput β‰ˆ 12.6 images/min

score 0.6783

Deploy on vast β†—

πŸ’¬ Community β€” real deployment experience

0 Articles Β· 0 Benchmarks

View Community β†’

GPUs that fit (single card)

Tesla V100

16 GB VRAM

$39.1

/mo Β· vast

RTX 3080

10 GB VRAM

$55.0

/mo Β· vast

RTX 3080 Ti

12 GB VRAM

$60.0

/mo Β· vast

RTX 4070S Ti

16 GB VRAM

$68.9

/mo Β· vast

L4

24 GB VRAM

$76.2

/mo Β· vast

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