File size: 6,939 Bytes

---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
- chroma1-hd
widget:
- output:
    url: images/thegrid.png
  text: >-
    [epoch 5 sample] Create a digital illustration in a vibrant, neon-lit
    style,  reminiscent of retro-futuristic aesthetics. The image features  a
    tunnel-like corridor with a glowing, grid-patterned floor and energetic sine
    and cosine waves as walls. The corridor narrows as it extends into the
    distance, creating a sense of depth. The floor and walls are composed of a
    grid of small, glowing red and orange  squares, creating a grid-like
    pattern. Star lit sky.,the_artist

    SDE++ with 25 steps and CFG 5, Clip Skip 0, Seed: 155150443
  parameters:
    negative_prompt: lowres, low quality, bad quality, blurry, unclear, ugly
- output:
    url: images/The_Artist_e000004_02_20251120100128.png
  text: >-
    [epoch 3 sample] concept art, precison, accuracy, perfection, the artist
    generating the cityscape inside the latent space, star lit sky, distant
    modern buildings,  wide neon road, detailed, colorful, vibrant, bright moon,
    beautiful nightsky, iridescent, perfect, wide-angle, latent space red
    circle, black background, professional illustration, highres,  best quality,
    flat 3d, masterpiece, amazing quality, newest, very awa
  parameters:
    negative_prompt: realistic, man, woman, human, anthro, semi-anthro, furry, feral, animal
- output:
    url: images/The_Artist_e000005_02_20251120100906.png
  text: >-
    [Epoch 5 sample]  concept art, precison, accuracy, perfection, the artist
    generating the cityscape inside the latent space, star lit sky, distant
    modern buildings,  wide neon road, detailed, colorful, vibrant, bright moon,
    beautiful nightsky, iridescent, perfect, wide-angle, latent space red
    circle, black background, professional illustration, highres,  best quality,
    flat 3d, masterpiece, amazing quality, newest, very awa
  parameters:
    negative_prompt: realistic, man, woman, human, anthro, semi-anthro, furry, feral, animal
- output:
    url: images/The_Artist_e000004_00_20251120100100.png
  text: >-
    [epoch 3 sample]  concept art, precison, accuracy, perfection, the artist
    generating the cityscape inside the latent space, star lit sky, distant
    modern buildings,  wide neon road, detailed, colorful, vibrant, bright moon,
    beautiful nightsky, iridescent, perfect, wide-angle, latent space red
    circle, black background, professional illustration, highres,  best quality,
    flat 3d, masterpiece, amazing quality, newest, very awa
  parameters:
    negative_prompt: realistic, man, woman, human, anthro, semi-anthro, furry, feral, animal
- output:
    url: images/The_Artist_e000005_00_20251120100838.png
  text: >-
    [epoch 5 sample]  concept art, precison, accuracy, perfection, the artist
    generating the cityscape inside the latent space, star lit sky, distant
    modern buildings,  wide neon road, detailed, colorful, vibrant, bright moon,
    beautiful nightsky, iridescent, perfect, wide-angle, latent space red
    circle, black background, professional illustration, highres,  best quality,
    flat 3d, masterpiece, amazing quality, newest, very awa
  parameters:
    negative_prompt: realistic, man, woman, human, anthro, semi-anthro, furry, feral, animal
base_model: lodestones/Chroma1-HD
instance_prompt: the_artist
license: cc-by-4.0
datasets:
- Greyhawks/the_artist_flux_dataset
- semiosphere/the_artist_natlang_dataset
language:
- en
---
# The Artist (Chroma HD)

<Gallery />

## Model description 

# The Artist (Chroma HD LoRA)

**&quot;Visualizing the Latent Space.&quot;**

This LoRA was trained to generate abstract, geometric representations of what happens inside a Transformer model during inference. It translates mathematical concepts—vectors, attention heads, and token collapse—into visual metaphors using a vibrant, neon-noir aesthetic.

**Trained for:** [Chroma HD](https:&#x2F;&#x2F;huggingface.co&#x2F;lodestones&#x2F;Chroma) (Flux Architecture)

## The Concept
The imagery follows a specific logic based on LLM architecture:
* **The Tunnel:** Represents the &quot;Inference Tunnel&quot; or the passage of data through layers.
* **The Lines:** High-velocity vectors and input tokens.
* **The Colors:** Attention heads firing (Cyan&#x2F;Magenta&#x2F;Orange).
* **The Center:** The Singularity &#x2F; EOS Token (End of Sequence).

## Versions Included

### final: &quot;The Dreamer&quot; (Epoch 5) - *RECOMMENDED*
* **Style:** Atmospheric, ethereal, neon-circuitry, high contrast.
* **Best for:** Artistic renders, abstract landscapes, glowing flora, &quot;Tron-like&quot; cityscapes.
* **Characteristics:** The vectors behave like lightning or liquid; the floors look like circuit boards.

###  &quot;The Engineer&quot; (Epoch 3)
* **Style:** Rigid, precise, vector-perfect.
* **Best for:** Clean data visualization, logo design, strict tunnel geometry.
* **Characteristics:** Sharper lines, less color bleeding, distinct separation of elements.

## Usage Tips

* **Trigger Word:** &#x60;the_artist&#x60;
* **Recommended Weight:** 0.8 - 1.0
* **CFG:** 3.5 - 5 (Chroma prefers lower guidance)
* **Negative Prompt:** &#x60;realistic, man, woman, human, anthro, semi-anthro, furry, feral, animal&#x60; (Crucial if you want keep the geometry pure.)

### Prompting Strategy
While trained on natural language, this LoRA responds incredibly well to **Danbooru-style tags** for precision control.

**Example Prompt using Bandoor tags:**
&gt; &#x60;the_artist, masterpiece, best quality, latent space, neon flowers, lightning vectors, blue and magenta, dark background, 3d render, abstract&#x60;

## Technical Specs
* **Base:** Chroma HD (Flux-based)
* **Precision:** BF16 (Brain Float 16)
* **Rank&#x2F;Alpha:** 2&#x2F;16 (High-Efficiency Compressed Training)
* **License:** CC BY 4.0

## Disclaimer

This model is offered as is. It&#39;s just a LoRA model and it cannot answer for contents related to base model.

##  Recommended uses
Research and education


## Dataset 


Dataset is shared and it provides all images and descriptions used for training the model.


---
*This model is an artistic exploration of AI architecture.**

## Trigger words

You should use `the_artist` to trigger the image generation.


## Download model


[Download](/semiosphere/the_artist_for_chromaHD/tree/main) them in the Files & versions tab.


## Recipe

```
{
  "engine": "kohya",
  "unetLR": 0.0005,
  "clipSkip": 1,
  "loraType": "lora",
  "keepTokens": 0,
  "networkDim": 2,
  "numRepeats": 9,
  "resolution": 1024,
  "lrScheduler": "cosine_with_restarts",
  "minSnrGamma": 5,
  "noiseOffset": 0.1,
  "targetSteps": 259,
  "enableBucket": true,
  "networkAlpha": 16,
  "optimizerType": "AdamW8Bit",
  "textEncoderLR": 0,
  "maxTrainEpochs": 5,
  "shuffleCaption": false,
  "trainBatchSize": 4,
  "flipAugmentation": true,
  "lrSchedulerNumCycles": 3
}
```