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video model · stable-video-diffusion · macOS

ST Can I run Stable Video Diffusion (img2vid-XT) on Apple M4 Max (64GB)?

Compatibility verdict VRAM check
Yes, it runsmoderate speed

Yes. Stable Video Diffusion (img2vid-XT) runs on Apple M4 Max (64GB) at fp16 + offload (~8 GB of ~48 GB usable).

Needs ~8 GB Device usable ~48 GB

Runs at fp16 + offload using ~8 GB of ~48 GB usable.

Peak VRAM
~8 GB
Usable on device
~48 GB
Device memory
64 GB
Quant
fp16 + offload

How to run it

Use ComfyUI or Diffusers at fp16 + offload. It conditions on an image, not a text prompt; the pipeline offloads each stage off the GPU between passes, keeping peak VRAM near the active stage.

Model stable-video-diffusion
Type
video (UNET)
Parameters
1.5B
Peak VRAM
~8 GB at fp16 + offload
Resolution
1024×576
License
Stable Video Diffusion Community License
Full Stable Video Diffusion (img2vid-XT) requirements →
Device macOS
Memory
64 GB unified
Usable for weights
~48 GB
Best runtime
MLX direct / Ollama (MLX backend)
Best models for Apple M4 Max (64GB) →

You could also run

Run Stable Video Diffusion (img2vid-XT) on other hardware

FAQ

Can Apple M4 Max (64GB) run Stable Video Diffusion (img2vid-XT)?

Yes. Stable Video Diffusion (img2vid-XT) runs on Apple M4 Max (64GB) at fp16 + offload (~8 GB of ~48 GB usable).

How much VRAM does Stable Video Diffusion (img2vid-XT) need?

Apple M4 Max (64GB) has room to spare. At fp16 + offload the realistic peak is ~8 GB of VRAM, versus ~22 GB with every component kept resident (no offload). With aggressive CPU offload it drops to ~8 GB, much slower.

What do I use to run Stable Video Diffusion (img2vid-XT) locally?

Stable Video Diffusion (img2vid-XT) runs in ComfyUI or Diffusers. It loads as a video diffusion checkpoint plus its image encoder and VAE, not a single chat command.

Sources

VRAM figures are sourced peak-usage anchors at the noted quant, validated 2026-06-15. See methodology.