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video model · wan · Windows

Can I run Wan 2.1 T2V 1.3B on Nvidia GeForce RTX 2060 (6GB)?

Compatibility verdict VRAM check
No, not enough memory would not load

Needs ~6 GB at Q4 GGUF, but only ~5 GB is usable on Nvidia GeForce RTX 2060 (6GB). With aggressive CPU offload it can run on as little as ~5 GB, much slower.

Needs ~6 GB Device usable ~5 GB

Needs ~6 GB at Q4 GGUF, but only ~5 GB is usable on Nvidia GeForce RTX 2060 (6GB). With aggressive CPU offload it can run on as little as ~5 GB, much slower.

The gap is about 1 GB: Wan 2.1 T2V 1.3B needs roughly 6 GB and Nvidia GeForce RTX 2060 (6GB) leaves only about 5 GB usable for a model. The lightest tracked hardware that runs Wan 2.1 T2V 1.3B is the Nvidia GeForce RTX 3060 Ti (8GB) at 8 GB. See Wan 2.1 T2V 1.3B on Nvidia GeForce RTX 3060 Ti (8GB).

Peak VRAM
~6 GB
Usable on device
~5 GB
Device memory
6 GB
Quant
Q4 GGUF
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Model wan
Type
video (DIT)
Parameters
1.3B
Peak VRAM
~6 GB at Q4 GGUF
Resolution
832×480 (480p)
License
Apache-2.0
Full Wan 2.1 T2V 1.3B requirements →
Device Windows
Memory
6 GB vram
Usable for weights
~5 GB
Power draw
~160 W
Best runtime
Ollama (CUDA) / llama.cpp CUDA
Best models for Nvidia GeForce RTX 2060 (6GB) →

Run Wan 2.1 T2V 1.3B on other hardware

FAQ

Can Nvidia GeForce RTX 2060 (6GB) run Wan 2.1 T2V 1.3B?

Needs ~6 GB at Q4 GGUF, but only ~5 GB is usable on Nvidia GeForce RTX 2060 (6GB). With aggressive CPU offload it can run on as little as ~5 GB, much slower.

How much VRAM does Wan 2.1 T2V 1.3B need?

Nvidia GeForce RTX 2060 (6GB) does not have enough memory. At Q4 GGUF the realistic peak is ~6 GB of VRAM, versus ~20 GB with every component kept resident (no offload). With aggressive CPU offload it drops to ~5 GB, much slower.

What do I use to run Wan 2.1 T2V 1.3B locally?

Wan 2.1 T2V 1.3B runs in ComfyUI or Diffusers. It loads as a video diffusion checkpoint plus its text encoder and VAE, not a single chat command.

Sources

VRAM figures are sourced peak-usage anchors at the noted quant, validated 2026-09-14. See methodology.