AuraFlow v0.3 · 7 GPUs measured first-party · text-to-image · Updated October 2026

What GPU Do You Need for AuraFlow v0.3?

AuraFlow v0.3 on 7 GPUs, measured first-party: NVIDIA GeForce RTX 5090 leads at 4.35 images/min, L4 trails at 1.02 images/min, and it peaked at 20GB of VRAM.

Benchmarked weights: fal/AuraFlow-v0.3

Fastest we measured
NVIDIA GeForce RTX 5090

NVIDIA GeForce RTX 5090

4.35 images/min on AuraFlow v0.3, the ceiling. Measured on our bench. 32GB of VRAM, $1,999 at launch.

Pros
  • 4.35 images/min on AuraFlow v0.3
  • 32GB, clears the AuraFlow v0.3 floor
Cons
  • 575W board rating
Best consumer card
NVIDIA GeForce RTX 4090

NVIDIA GeForce RTX 4090

3.02 images/min on AuraFlow v0.3, fastest card you can buy at retail. Measured on our bench. 24GB of VRAM, $1,599 at launch.

Pros
  • 3.02 images/min on AuraFlow v0.3
  • 24GB, clears the AuraFlow v0.3 floor
Cons
  • 450W board rating
Cheapest card that runs it
NVIDIA GeForce RTX 3090

NVIDIA GeForce RTX 3090

1.5 images/min on AuraFlow v0.3, lowest launch price that still fits. Measured on our bench. 24GB of VRAM, $1,499 at launch.

Pros
  • 1.5 images/min on AuraFlow v0.3
  • 24GB, clears the AuraFlow v0.3 floor
Cons
  • 350W board rating
Best value
NVIDIA GeForce RTX 3090 Ti

NVIDIA GeForce RTX 3090 Ti

1.67 images/min on AuraFlow v0.3, most speed per dollar. Measured on our bench. 24GB of VRAM, $1,999 at launch. That is 0.84 images/min per $1,000 of launch price.

Pros
  • 1.67 images/min on AuraFlow v0.3
  • 24GB, clears the AuraFlow v0.3 floor
Cons
  • 450W board rating
4.35images/min
Fastest: NVIDIA GeForce RTX 5090
measured, 3-run average
~20GB
VRAM needed (measured peak)
GPU-independent, applies to every card
7
GPUs measured
same pinned harness
0.014images/min/W
Most efficient: NVIDIA L4
real power sampling, not TDP

What GPU Do You Need for AuraFlow v0.3?, images/min by GPU

NVIDIA GeForce RTX 5090
4.35 images/min
NVIDIA L40S
3.58 images/min
NVIDIA GeForce RTX 4090
3.02 images/min
NVIDIA GeForce RTX 3090 Ti
1.67 images/min
NVIDIA GeForce RTX 3090
1.5 images/min
NVIDIA A10G
1.39 images/min
NVIDIA L4
1.02 images/min

Efficiency: images/min per 100W drawn

NVIDIA L4
1.42 images/min / 100W
NVIDIA L40S
1.03 images/min / 100W
NVIDIA A10G
0.93 images/min / 100W
NVIDIA GeForce RTX 5090
0.76 images/min / 100W
NVIDIA GeForce RTX 4090
0.71 images/min / 100W
NVIDIA GeForce RTX 3090
0.46 images/min / 100W
NVIDIA GeForce RTX 3090 Ti
0.43 images/min / 100W

Power is the average pulled during the run, sampled at 1Hz. The fastest card is often not the one here, and for anything left running this is the number that shows up on the bill.

Value: images/min per $1,000 of MSRP

NVIDIA GeForce RTX 5090
2.18 images/min / $1k
NVIDIA GeForce RTX 4090
1.89 images/min / $1k
NVIDIA GeForce RTX 3090
1 images/min / $1k
NVIDIA GeForce RTX 3090 Ti
0.84 images/min / $1k
NVIDIA A10G
0.5 images/min / $1k
NVIDIA L40S
0.48 images/min / $1k
NVIDIA L4
0.41 images/min / $1k

Launch price, not street price, so it ages. A speed leaderboard always crowns the most expensive card; this is the counterweight.

AuraFlow v0.3. Measured image generation speed by GPU

NVIDIA GeForce RTX 50904.35
NVIDIA L40S3.58
NVIDIA GeForce RTX 40903.02
NVIDIA GeForce RTX 3090 Ti1.67
NVIDIA GeForce RTX 30901.5
NVIDIA A10G1.39
NVIDIA L41.02
GPUImages/mins per imageimg/W·minAvg power
NVIDIA GeForce RTX 50904.3513.8050.008572.0 W
NVIDIA L40S3.5816.740.01347.5 W
NVIDIA GeForce RTX 40903.0219.8410.007423.1 W
NVIDIA GeForce RTX 3090 Ti1.6735.9430.004389.4 W
NVIDIA GeForce RTX 30901.539.9970.005328.8 W
NVIDIA A10G1.3943.190.009149.8 W
NVIDIA L41.0258.960.01472.0 W

What the numbers show. Across 7 GPUs measured on our own bench, RTX 5090 is fastest at 4.35 images/min. The slowest, L4, manages 1.02, so the spread is 4.3x from top to bottom. L4 is the most efficient, 1.02 images/min at 72W.

How it compares. L40S: AuraFlow v0.3 3.58 images/min, FLUX.1 dev 3.84 (12B), ERNIE-Image Turbo 4.41 (8B), Stable Diffusion 3.5 Large 4.54 (8B), Qwen-Image 2.1 1.78 (7B). 3 of 4 beat AuraFlow v0.3 here.

Cost on a rented GPU. 1,000 images of AuraFlow v0.3: $1.36 on a RTX 3090 ($0.12/hr, 11.1 hours), $1.49 on a RTX 5090 ($0.39/hr, 3.8 hours, 1.1x the cost).

AuraFlow v0.3: cost per 1,000 images on rented GPUs

NVIDIA GeForce RTX 3090$0.12/hr
NVIDIA GeForce RTX 5090$0.39/hr
NVIDIA GeForce RTX 4090$0.34/hr
NVIDIA GeForce RTX 3090 Ti$0.27/hr
NVIDIA L40S$0.79/hr
NVIDIA L4$0.44/hr
GPUCheapest rateSpeed (images/min)Cost per 1,000 images
NVIDIA GeForce RTX 3090$0.12/hr1.5$1.36
NVIDIA GeForce RTX 5090$0.39/hr4.35$1.49
NVIDIA GeForce RTX 4090$0.34/hr3.02$1.85
NVIDIA GeForce RTX 3090 Ti$0.27/hr1.67$2.69
NVIDIA L40S$0.79/hr3.58$3.68
NVIDIA L4$0.44/hr1.02$7.19

Cheapest hourly rate we track on RunPod and Vast.ai, divided by the measured speed. Startup time and storage are extra.

Speed tiers for AuraFlow v0.3. under 6 images/min: 7 (RTX 5090, RTX 4090, RTX 3090 Ti). 30 images/min means two seconds or less per picture.

Time per image. AuraFlow v0.3 at 1024px and 28 steps: 13.8s per image on the RTX 5090, 58.8s on the L4. A batch of 100 takes 23 min on the fastest card and 98 min on the slowest.

VRAM for AuraFlow v0.3. Measured peak 18.7GB, so 24GB is the smallest common card size; smallest card it ran on: RTX 4090 (24GB).

Power on AuraFlow v0.3. Most efficient: L4, 72W, 1.18 kWh per 1,000 images. Hungriest: RTX 5090, 572W, 2.19 kWh. At $0.15/kWh: $0.18 per 1,000 images.

Our verdict

Fastest on AuraFlow v0.3: NVIDIA GeForce RTX 5090, 4.35 images/min. Cheapest consumer card that ran it: NVIDIA GeForce RTX 3090 ($1,499, 1.5 images/min). Cheapest to rent per job: NVIDIA GeForce RTX 3090, $1.36 per 1,000 images.

FAQ

What GPU do I need to run AuraFlow v0.3?
About 20GB. Cheapest consumer card that ran it: NVIDIA GeForce RTX 3090 (24GB, 1.5 images/min).
How fast is AuraFlow v0.3 on the NVIDIA GeForce RTX 5090?
4.35 images/min at 572W, faster than every datacenter card we ran it on.
How much does it cost to run AuraFlow v0.3 in the cloud?
$1.36 per 1,000 images on a NVIDIA GeForce RTX 3090 at $0.12/hr, cheapest of 6 rentable cards we measured.
Can I run AuraFlow v0.3 on a 12GB, 16GB or 24GB card?
It used 18.7GB at the precision we tested. 12GB: no; 16GB: no; 24GB: yes.
Is the RTX 4090 or the RTX 3090 faster for AuraFlow v0.3?
The RTX 4090: 3.02 vs 1.5 images/min, 101% faster on our bench.
Should I buy or rent a RTX 5090 for AuraFlow v0.3?
Its $1,999 launch price buys 5,139 rented hours at $0.39/hr, enough for about 1,341x 1,000 images of AuraFlow v0.3. Buy only if you'll run more than that.

How we test

AuraFlow v0.3 at 1024px in diffusers, bf16, native precision with no offload, timed over three generations after a warmup, with power and VRAM sampled throughout. Image speed tracks tensor compute and architecture generation more than memory bandwidth, so the order here differs from our LLM boards.