End of training

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README.md

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+---
+base_model: Disty0/Ideogram-4-SDNQ-FP8
+library_name: diffusers
+license: other
+instance_prompt: yarn art style
+widget: []
+tags:
+- text-to-image
+- diffusers-training
+- diffusers
+- lora
+- ideogram4
+- ideogram4-diffusers
+- template:sd-lora
+---
+
+<!-- This model card has been generated automatically according to the information the training script had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+
+# Ideogram4 DreamBooth LoRA - linoyts/ideogram4-yarn-art-fp8
+
+<Gallery />
+
+## Model description
+
+These are linoyts/ideogram4-yarn-art-fp8 DreamBooth LoRA weights for Disty0/Ideogram-4-SDNQ-FP8.
+
+The weights were trained using [DreamBooth](https://dreambooth.github.io/) with the [Ideogram4 diffusers trainer](https://github.com/huggingface/diffusers/blob/main/examples/dreambooth/README_ideogram4.md).
+
+This LoRA was trained with **FP8 SDNQ** quantization of the base model.
+
+## Trigger words
+
+You should use `yarn art style` to trigger the image generation.
+
+Ideogram 4 is trained on structured JSON captions, so for best results pass a caption in the JSON schema (see the [prompt format](https://github.com/huggingface/diffusers/blob/main/examples/dreambooth/README_ideogram4.md#prompt-format)) or a short prompt with `prompt_upsampling=True`.
+
+## Download model
+
+[Download the *.safetensors LoRA](linoyts/ideogram4-yarn-art-fp8/tree/main) in the Files & versions tab.
+
+## Use it with the [🧨 diffusers library](https://github.com/huggingface/diffusers)
+
+> **Note:** the base is an SDNQ fp8 checkpoint. For inference, install `sdnq` and dequantize the transformer to bf16 (`from sdnq.quantizer import dequantize_sdnq_model`), or load a non-quantized base.
+
+```py
+from diffusers import Ideogram4Pipeline
+import torch
+
+pipeline = Ideogram4Pipeline.from_pretrained("Disty0/Ideogram-4-SDNQ-FP8", torch_dtype=torch.bfloat16)
+pipeline.to('cuda')
+pipeline.load_lora_weights('linoyts/ideogram4-yarn-art-fp8', weight_name='pytorch_lora_weights.safetensors')
+image = pipeline('{"high_level_description":"A whimsical yarn-craft illustration of Yoda rendered entirely in knitted and crocheted fiber, mounted inside a round wooden embroidery hoop on a linen backdrop, a soft diffused daylight photograph with 1:1 aspect ratio.","compositional_deconstruction":{"background":"Neutral pale linen backdrop filling the frame, fine grain texture visible, soft diffused daylight from upper-left casting gentle shadows across the surface, palette dominated by mossy greens, cream, oatmeal browns, and warm wood tones against the pale linen ground.","elements":[{"type":"obj","desc":"Round wooden embroidery hoop framing the entire piece, light birch finish with a small brass tension screw at the bottom edge. The hoop sits flat on the linen backdrop, centered in the frame."},{"type":"obj","desc":"Yoda's head and shoulders sculpted from soft moss-green yarn, filling roughly 80% of the hoop interior, centered. Large pointed ears with visible stitch texture and tiny pink felt inner-ear patches. Wrinkled forehead formed by gathered cream-colored yarn tufts. Deep-set eyes made from two small black beads set into white felt circles. Long hooked nose crafted from a single rolled cord of darker green yarn. Mouth stitched as a small closed curve in dark thread. Wispy white beard and sideburns made from looped mohair fibers cascading down the chin. Three-dimensional stitch texture reads clearly under the soft directional light."},{"type":"obj","desc":"Small brown robe collar at the base of Yoda's neck, crocheted in chunky oatmeal-brown yarn with a loose cable-knit pattern, sitting just below the chin within the lower portion of the hoop."},{"type":"obj","desc":"Scattered loose yarn scraps in moss-green, cream, and oatmeal-brown resting on the linen surface beneath the lower-left edge of the hoop, falling into soft focus."},{"type":"obj","desc":"A pair of small wooden crochet hooks lying crossed on the linen surface beneath the lower-right edge of the hoop, light wood handles with tapered metal tips, softly out of focus."}]}}').images[0]
+```
+
+For more details, including weighting, merging and fusing LoRAs, check the [documentation on loading LoRAs in diffusers](https://huggingface.co/docs/diffusers/main/en/using-diffusers/loading_adapters)
+
+## License
+
+Please adhere to the licensing terms of the base model [Disty0/Ideogram-4-SDNQ-FP8](https://huggingface.co/Disty0/Ideogram-4-SDNQ-FP8).
+
+
+## Intended uses & limitations
+
+#### How to use
+
+```python
+# TODO: add an example code snippet for running this diffusion pipeline
+```
+
+#### Limitations and bias
+
+[TODO: provide examples of latent issues and potential remediations]
+
+## Training details
+
+[TODO: describe the data used to train the model]

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+optimizer: AdamW
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+  of Yoda rendered entirely in knitted and crocheted fiber, mounted inside a round
+  wooden embroidery hoop on a linen backdrop, a soft diffused daylight photograph
+  with 1:1 aspect ratio.","compositional_deconstruction":{"background":"Neutral pale
+  linen backdrop filling the frame, fine grain texture visible, soft diffused daylight
+  from upper-left casting gentle shadows across the surface, palette dominated by
+  mossy greens, cream, oatmeal browns, and warm wood tones against the pale linen
+  ground.","elements":[{"type":"obj","desc":"Round wooden embroidery hoop framing
+  the entire piece, light birch finish with a small brass tension screw at the bottom
+  edge. The hoop sits flat on the linen backdrop, centered in the frame."},{"type":"obj","desc":"Yoda''s
+  head and shoulders sculpted from soft moss-green yarn, filling roughly 80% of the
+  hoop interior, centered. Large pointed ears with visible stitch texture and tiny
+  pink felt inner-ear patches. Wrinkled forehead formed by gathered cream-colored
+  yarn tufts. Deep-set eyes made from two small black beads set into white felt circles.
+  Long hooked nose crafted from a single rolled cord of darker green yarn. Mouth stitched
+  as a small closed curve in dark thread. Wispy white beard and sideburns made from
+  looped mohair fibers cascading down the chin. Three-dimensional stitch texture reads
+  clearly under the soft directional light."},{"type":"obj","desc":"Small brown robe
+  collar at the base of Yoda''s neck, crocheted in chunky oatmeal-brown yarn with
+  a loose cable-knit pattern, sitting just below the chin within the lower portion
+  of the hoop."},{"type":"obj","desc":"Scattered loose yarn scraps in moss-green,
+  cream, and oatmeal-brown resting on the linen surface beneath the lower-left edge
+  of the hoop, falling into soft focus."},{"type":"obj","desc":"A pair of small wooden
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+  the hoop, light wood handles with tapered metal tips, softly out of focus."}]}}'
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