Comfy-Org / Comfy-Org/ComfyUI

LTXVImgToVideoInplace produces black latent

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Potential Bug
Dominant language
Python
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Description

### Custom Node Testing

- [x] I have tried disabling custom nodes and the issue persists (see [how to disable custom nodes](https://docs.comfy.org/troubleshooting/custom-node-issues#step-1%3A-test-with-all-custom-nodes-disabled) if you need help)

### Expected Behavior

The Node `LTXVImgToVideoInplace` should generate a latent filled with the input image.

### Actual Behavior

The node produces only black output, with possible mono colored frames at the end.

### Steps to Reproduce

Use the template workflow for LTXV2.5 image-to-video on Windows with an AMD GPU (in my case gfx1100).

### Debug Logs

```powershell
No error messages or specific warnings:

[INFO] Prompt executed in 1.20 seconds
[INFO] got prompt
[INFO] Requested to load CausalDiffusionVAE
[INFO] loaded completely; 1403.92 MB loaded, full load: True
[INFO] Requested to load LTXAV
[INFO] loaded completely; 17977.32 MB usable, 15068.95 MB loaded, full load: True
100%|████████████████████████████████████████████████████████████████████████████████████| 8/8 [00:55<00:00, 6.98s/it]
[INFO] Requested to load LatentUpsampler
[INFO] Model LatentUpsampler prepared for dynamic VRAM loading. 949MB Staged. 0 patches attached. Force pre-loaded 34 weights: 68 KB.
[INFO] Requested to load CausalDiffusionVAE
[INFO] loaded completely; 1403.92 MB loaded, full load: True
[INFO] Requested to load LTXAV
[INFO] loaded completely; 16967.27 MB usable, 15068.95 MB loaded, full load: True
100%|████████████████████████████████████████████████████████████████████████████████████| 3/3 [00:33<00:00, 11.17s/it]
[INFO] Requested to load CausalDiffusionVAE
[INFO] loaded completely; 1403.92 MB loaded, full load: True
[INFO] Requested to load AudioVAE
[INFO] loaded completely; 346.73 MB loaded, full load: True
[INFO] Prompt executed in 141.35 seconds
```

### Other

Text-to-Image works fine, also using different Diffusion Models did not help.

Currently tried on Windows 11, with an AMD 7900XT. At least from build `783545f` onwards, although I am sure that this also applied to earlier builds.

I am not sure if it is a general problem, but Minimax H3 also produced a black video.

Contributor guide

Open the contributing guide

Research direction

Start with the LTXVImgToVideoInplace node and reproduce the LTXV2.5 image-to-video template workflow on Windows with an AMD 7900XT. Compare the generated latent and decoded frames with the input image; the issue is done when the latent is no longer black and the resulting video has usable frames.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
ai, machine-learning
Issue type
Bug
Difficulty
4/5
Estimated time
3-5 days
Activity status
Active
Clarity
Mostly clear
Newbie friendliness
42/100

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