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video model · ltx-video · Windows

LX Can I run LTX-Video 2B on AMD Radeon RX 7900 XTX (24GB)?

Compatibility verdict VRAM check
Yes, it runsfast on this GPU

Yes. LTX-Video 2B runs on AMD Radeon RX 7900 XTX (24GB) at fp8 + offload (~10 GB of ~23 GB usable).

Needs ~10 GB Device usable ~23 GB

Runs at fp8 + offload using ~10 GB of ~23 GB usable.

Peak VRAM
~10 GB
Usable on device
~23 GB
Device memory
24 GB
Quant
fp8 + offload

How to run it

Use ComfyUI or Diffusers at fp8 + offload. The big text encoder is loaded to encode your prompt, then offloaded before generation, which is why peak VRAM stays near the backbone size rather than the sum of every file.

Model ltx-video
Type
video (DIT)
Parameters
2B
Peak VRAM
~10 GB at fp8 + offload
Resolution
1216×704
License
LTX-Video Open Weights (OpenRAIL-M)
Full LTX-Video 2B requirements →
Device Windows
Memory
24 GB vram
Usable for weights
~23 GB
Best runtime
Ollama (ROCm) / llama.cpp ROCm (Linux)
Best models for AMD Radeon RX 7900 XTX (24GB) →

You could also run

Run LTX-Video 2B on other hardware

FAQ

Can AMD Radeon RX 7900 XTX (24GB) run LTX-Video 2B?

Yes. LTX-Video 2B runs on AMD Radeon RX 7900 XTX (24GB) at fp8 + offload (~10 GB of ~23 GB usable).

How much VRAM does LTX-Video 2B need?

AMD Radeon RX 7900 XTX (24GB) has room to spare. At fp8 + offload the realistic peak is ~10 GB of VRAM, versus ~12 GB with every component kept resident (no offload). With aggressive CPU offload it drops to ~6 GB, much slower.

What do I use to run LTX-Video 2B locally?

LTX-Video 2B 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 2026-06-15. See methodology.