Wan 2.1 1.3B · 12 GPUs measured first-party · text-to-video · Updated October 2026
Wan 2.1 1.3B on 12 GPUs, measured first-party: NVIDIA L40S leads at 0.73 frames/s, RTX 3060 trails at 0.122 frames/s, and it peaked at 12GB of VRAM.
Benchmarked weights: Wan-AI/Wan2.1-T2V-1.3B-Diffusers

0.88 frames/s on Wan 2.1 1.3B, the ceiling. Measured on our bench. 32GB of VRAM, $1,999 at launch.

0.67 frames/s on Wan 2.1 1.3B, fastest card you can buy at retail. Measured on our bench. 24GB of VRAM, $1,599 at launch.

0.12 frames/s on Wan 2.1 1.3B, lowest launch price that still fits. Measured on our bench. 12GB of VRAM, $329 at launch.

0.37 frames/s on Wan 2.1 1.3B, most speed per dollar. Measured on our bench. 16GB of VRAM, $749 at launch. That is 0.5 frames/s per $1,000 of launch price.
What GPU Do You Need for Wan 2.1 1.3B?, frames/s by GPU
Efficiency: frames/s per 100W drawn
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: frames/s per $1,000 of MSRP
Launch price, not street price, so it ages. A speed leaderboard always crowns the most expensive card; this is the counterweight.
Wan 2.1 1.3B. Measured text-to-video speed by GPU
| GPU | frames/s | Peak VRAM | Avg power |
|---|---|---|---|
| NVIDIA GeForce RTX 5090 | 0.88 | 21.0GB | 566.1 W |
| NVIDIA L40S | 0.73 | 19.9GB | 346.3 W |
| NVIDIA GeForce RTX 4090 | 0.67 | 20.1GB | 411.2 W |
| GeForce RTX 5080 | 0.45 | 11.3GB | 253.2 W |
| NVIDIA GeForce RTX 4080 | 0.38 | 11.2GB | 271.1 W |
| GeForce RTX 5070 Ti | 0.37 | 11.2GB | 195.1 W |
| NVIDIA GeForce RTX 3090 | 0.34 | 20.6GB | 348.3 W |
| NVIDIA GeForce RTX 4070 Super | 0.28 | 11.2GB | 179.2 W |
| NVIDIA L4 | 0.22 | 19.5GB | 71.7 W |
| GeForce RTX 5060 Ti | 0.2 | 11.1GB | 120.9 W |
| NVIDIA GeForce RTX 4060 Ti 16GB | 0.18 | 11.1GB | 139.3 W |
| NVIDIA GeForce RTX 3060 | 0.12 | 11.1GB | 144.6 W |
What the numbers show. Across 5 GPUs measured on our own bench, L40S is fastest at 0.73 frames/s. The slowest, RTX 3060, manages 0.12, so the spread is 6.0x from top to bottom. L4 is the most efficient, 0.22 frames/s at 72W. Per dollar of launch price, RTX 4090 gives the most (0.4 frames/s per $1,000). The fastest card with 16GB or less is RTX 4060 Ti 16GB at 0.18 frames/s.
About Wan 2.1 1.3B. Wan 2.1 1.3B: from Wan-AI, 1.4B parameters, on Hugging Face since February 2025, Apache 2.0 licence. 314,837 downloads in the last 30 days and 7 community quantizations.
How it compares. RTX 4090: Wan 2.1 1.3B 0.67 frames/s, CogVideoX-2B 0.52 (2B), LTX-Video (distilled) 6.7 (2B), CogVideoX-5B 0.17 (6B), Wan 2.2 5B (720p) 0.43. 1 of 4 beat Wan 2.1 1.3B here.
Cost on a rented GPU. 1 minute of 24fps video of Wan 2.1 1.3B: $0.12 on a RTX 3060 ($0.036/hr, 3.3 hours), $0.18 on a RTX 5090 ($0.39/hr, 27 min, 1.5x the cost).
Wan 2.1 1.3B: cost per 1 minute of 24fps video on rented GPUs
| GPU | Cheapest rate | Speed (frames/s) | Cost per 1 minute of 24fps video |
|---|---|---|---|
| NVIDIA GeForce RTX 3060 | $0.036/hr | 0.12 | $0.12 |
| NVIDIA GeForce RTX 3090 | $0.12/hr | 0.34 | $0.14 |
| GeForce RTX 5070 Ti | $0.15/hr | 0.37 | $0.16 |
| NVIDIA GeForce RTX 5090 | $0.39/hr | 0.88 | $0.18 |
| GeForce RTX 5080 | $0.21/hr | 0.45 | $0.19 |
| NVIDIA GeForce RTX 4090 | $0.34/hr | 0.67 | $0.20 |
| NVIDIA GeForce RTX 4080 | $0.20/hr | 0.38 | $0.21 |
| GeForce RTX 5060 Ti | $0.14/hr | 0.2 | $0.27 |
| NVIDIA L40S | $0.79/hr | 0.73 | $0.43 |
| NVIDIA L4 | $0.44/hr | 0.22 | $0.80 |
Cheapest hourly rate we track on RunPod and Vast.ai, divided by the measured speed. Startup time and storage are extra.
Speed tiers for Wan 2.1 1.3B. under 1 frames/s: 12 (RTX 5090, RTX 4090, RTX 5080). 10 frames/s turns out a minute of 24fps video in under 2.5 minutes.
VRAM for Wan 2.1 1.3B. Measured peak 11.1GB, so 12GB is the smallest common card size; smallest card it ran on: RTX 4070 Super (12GB).
Power on Wan 2.1 1.3B. Most efficient: L4, 72W, 0.13 kWh per 1 minute of 24fps video. Hungriest: RTX 5090, 566W, 0.26 kWh. At $0.15/kWh: $0.020 per 1 minute of 24fps video.
Fastest on Wan 2.1 1.3B: NVIDIA GeForce RTX 5090, 0.88 frames/s. Cheapest consumer card that ran it: NVIDIA GeForce RTX 3060 ($329, 0.12 frames/s). Cheapest to rent per job: NVIDIA GeForce RTX 3060, $0.12 per 1 minute of 24fps video.
Wan 2.1 1.3B in diffusers, bf16, one warmup clip and three timed clips from the same prompt, measured as frames of finished video per second, with CPU offload only on cards below the model's full-GPU size. Text-to-video is compute-bound and memory-hungry; cards that need CPU offload lose far more speed than their raw compute suggests.