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## TT Latent Factory (By Model) *TT_LatentFactoryByModelNode*
*This description was generated with AI assistance. If you spot any errors, please create an issue on GitHub.*
Creates an empty latent tensor with dimensions and channel count automatically derived from the connected model. Supports any model architecture
without manual configuration.
### Inputs
| Parameter | Type | Required | Description |
|-------------------|-------|----------|---------------------------------------------------------------|
| `model` | MODEL | Yes | Diffusion model — latent format is read from it automatically |
| `seed` | INT | Yes | Generation seed |
| `noise_seed` | INT | Yes | Noise seed, randomized after each generation |
| `aspect_ratio` | COMBO | Yes | Aspect ratio of the output image |
| `megapixels` | COMBO | Yes | Target resolution in megapixels |
| `orientation` | COMBO | Yes | Landscape or portrait |
| `batch_size` | INT | No | Number of latents per batch, default 1 (advanced) |
| `clip_multiplier` | COMBO | No | Multiplier for CLIP target dimensions, default 1x (advanced) |
### Outputs
| Parameter | Type | Description |
|-----------------|--------|-----------------------------------------------|
| `MODEL` | MODEL | Passthrough model for chaining nodes |
| `LATENT` | LATENT | Empty latent tensor |
| `RND_NOISE` | NOISE | Noise generator configured with noise seed |
| `SEED` | INT | Generation seed |
| `NOISE_SEED` | INT | Noise seed |
| `MEGAPIXELS` | STRING | Selected megapixel value |
| `WIDTH` | INT | Calculated image width in pixels |
| `HEIGHT` | INT | Calculated image height in pixels |
| `TARGET_WIDTH` | INT | CLIP target width (width × clip_multiplier) |
| `TARGET_HEIGHT` | INT | CLIP target height (height × clip_multiplier) |
### Usage
Connect any diffusion model — the node reads latent channel count and spatial downscale ratio directly from it. Use `MODEL` passthrough output to
continue the node chain without an extra connection.
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[View on GitHub](https://github.com/tenser-tensor/ComfyUI-TenserTensor)