Text-to-Image
Diffusers
Safetensors
English
Chinese
QwenImage21Pipeline
bitsandbytes
int8
image-generation
image-editing
rgba
8-bit precision
Instructions to use ixim/Image21-INT8 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use ixim/Image21-INT8 with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("ixim/Image21-INT8", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
- DiffusionBee
Download evaluation/editing-v2/comparison.html from ixim/Image21-INT8: direct link, hf CLI and curl.
- Browser
- Download file 19.3 kB
-
https://huggingface.co/ixim/Image21-INT8/resolve/main/evaluation/editing-v2/comparison.html
- Command line
-
hf download hf://ixim/Image21-INT8/evaluation/editing-v2/comparison.html
-
curl -L -o comparison.html https://huggingface.co/ixim/Image21-INT8/resolve/main/evaluation/editing-v2/comparison.html
19.3 kB
| <meta charset="utf-8"><title>Editing v2 inspection</title> | |
| <style>body{font:16px sans-serif;margin:24px}img{max-width:32%;height:auto} details img{max-width:48%}article{border-top:1px solid #aaa;margin-top:32px}</style> | |
| <h1>Editing v2: independent editing seeds</h1><p>Input / BF16 / INT8. Open PNGs for 100% inspection. White, black and checker composites are display aids; raw RGBA outputs are unchanged. Pixel similarity and alpha fractions are not quality scores.</p> | |
| <article><h2>portrait_recolor / 1000042</h2><p>Change only the cream sweater to a navy blue sweater. Preserve the same woman, face, hairstyle, pose, lighting and background.</p> | |
| <a href="inputs/portrait_recolor.png"><img src="inputs/portrait_recolor.png"></a> | |
| <a href="bf16/portrait_recolor-s1000042.png"><img src="bf16/portrait_recolor-s1000042.png"></a> | |
| <a href="int8/portrait_recolor-s1000042.png"><img src="int8/portrait_recolor-s1000042.png"></a> | |
| <details><summary>alpha</summary> | |
| <a href="bf16/diagnostics/portrait_recolor-s1000042-alpha.png"><img loading="lazy" src="bf16/diagnostics/portrait_recolor-s1000042-alpha.png"></a> | |
| <a href="int8/diagnostics/portrait_recolor-s1000042-alpha.png"><img loading="lazy" src="int8/diagnostics/portrait_recolor-s1000042-alpha.png"></a> | |
| </details> | |
| <details><summary>white</summary> | |
| <a href="bf16/diagnostics/portrait_recolor-s1000042-white.png"><img loading="lazy" src="bf16/diagnostics/portrait_recolor-s1000042-white.png"></a> | |
| <a href="int8/diagnostics/portrait_recolor-s1000042-white.png"><img loading="lazy" src="int8/diagnostics/portrait_recolor-s1000042-white.png"></a> | |
| </details> | |
| <details><summary>black</summary> | |
| <a href="bf16/diagnostics/portrait_recolor-s1000042-black.png"><img loading="lazy" src="bf16/diagnostics/portrait_recolor-s1000042-black.png"></a> | |
| <a href="int8/diagnostics/portrait_recolor-s1000042-black.png"><img loading="lazy" src="int8/diagnostics/portrait_recolor-s1000042-black.png"></a> | |
| </details> | |
| <details><summary>checker</summary> | |
| <a href="bf16/diagnostics/portrait_recolor-s1000042-checker.png"><img loading="lazy" src="bf16/diagnostics/portrait_recolor-s1000042-checker.png"></a> | |
| <a href="int8/diagnostics/portrait_recolor-s1000042-checker.png"><img loading="lazy" src="int8/diagnostics/portrait_recolor-s1000042-checker.png"></a> | |
| </details> | |
| </article> | |
| <article><h2>portrait_recolor / 1000123</h2><p>Change only the cream sweater to a navy blue sweater. Preserve the same woman, face, hairstyle, pose, lighting and background.</p> | |
| <a href="inputs/portrait_recolor.png"><img src="inputs/portrait_recolor.png"></a> | |
| <a href="bf16/portrait_recolor-s1000123.png"><img src="bf16/portrait_recolor-s1000123.png"></a> | |
| <a href="int8/portrait_recolor-s1000123.png"><img src="int8/portrait_recolor-s1000123.png"></a> | |
| <details><summary>alpha</summary> | |
| <a href="bf16/diagnostics/portrait_recolor-s1000123-alpha.png"><img loading="lazy" src="bf16/diagnostics/portrait_recolor-s1000123-alpha.png"></a> | |
| <a href="int8/diagnostics/portrait_recolor-s1000123-alpha.png"><img loading="lazy" src="int8/diagnostics/portrait_recolor-s1000123-alpha.png"></a> | |
| </details> | |
| <details><summary>white</summary> | |
| <a href="bf16/diagnostics/portrait_recolor-s1000123-white.png"><img loading="lazy" src="bf16/diagnostics/portrait_recolor-s1000123-white.png"></a> | |
| <a href="int8/diagnostics/portrait_recolor-s1000123-white.png"><img loading="lazy" src="int8/diagnostics/portrait_recolor-s1000123-white.png"></a> | |
| </details> | |
| <details><summary>black</summary> | |
| <a href="bf16/diagnostics/portrait_recolor-s1000123-black.png"><img loading="lazy" src="bf16/diagnostics/portrait_recolor-s1000123-black.png"></a> | |
| <a href="int8/diagnostics/portrait_recolor-s1000123-black.png"><img loading="lazy" src="int8/diagnostics/portrait_recolor-s1000123-black.png"></a> | |
| </details> | |
| <details><summary>checker</summary> | |
| <a href="bf16/diagnostics/portrait_recolor-s1000123-checker.png"><img loading="lazy" src="bf16/diagnostics/portrait_recolor-s1000123-checker.png"></a> | |
| <a href="int8/diagnostics/portrait_recolor-s1000123-checker.png"><img loading="lazy" src="int8/diagnostics/portrait_recolor-s1000123-checker.png"></a> | |
| </details> | |
| </article> | |
| <article><h2>cup_material / 1000042</h2><p>Change only the middle blue ceramic cup into a brushed silver metal cup. Preserve its shape and position, the red and yellow cups, the green apple, the tabletop, lighting and background.</p> | |
| <a href="inputs/cup_material.png"><img src="inputs/cup_material.png"></a> | |
| <a href="bf16/cup_material-s1000042.png"><img src="bf16/cup_material-s1000042.png"></a> | |
| <a href="int8/cup_material-s1000042.png"><img src="int8/cup_material-s1000042.png"></a> | |
| <details><summary>alpha</summary> | |
| <a href="bf16/diagnostics/cup_material-s1000042-alpha.png"><img loading="lazy" src="bf16/diagnostics/cup_material-s1000042-alpha.png"></a> | |
| <a href="int8/diagnostics/cup_material-s1000042-alpha.png"><img loading="lazy" src="int8/diagnostics/cup_material-s1000042-alpha.png"></a> | |
| </details> | |
| <details><summary>white</summary> | |
| <a href="bf16/diagnostics/cup_material-s1000042-white.png"><img loading="lazy" src="bf16/diagnostics/cup_material-s1000042-white.png"></a> | |
| <a href="int8/diagnostics/cup_material-s1000042-white.png"><img loading="lazy" src="int8/diagnostics/cup_material-s1000042-white.png"></a> | |
| </details> | |
| <details><summary>black</summary> | |
| <a href="bf16/diagnostics/cup_material-s1000042-black.png"><img loading="lazy" src="bf16/diagnostics/cup_material-s1000042-black.png"></a> | |
| <a href="int8/diagnostics/cup_material-s1000042-black.png"><img loading="lazy" src="int8/diagnostics/cup_material-s1000042-black.png"></a> | |
| </details> | |
| <details><summary>checker</summary> | |
| <a href="bf16/diagnostics/cup_material-s1000042-checker.png"><img loading="lazy" src="bf16/diagnostics/cup_material-s1000042-checker.png"></a> | |
| <a href="int8/diagnostics/cup_material-s1000042-checker.png"><img loading="lazy" src="int8/diagnostics/cup_material-s1000042-checker.png"></a> | |
| </details> | |
| </article> | |
| <article><h2>cup_material / 1000123</h2><p>Change only the middle blue ceramic cup into a brushed silver metal cup. Preserve its shape and position, the red and yellow cups, the green apple, the tabletop, lighting and background.</p> | |
| <a href="inputs/cup_material.png"><img src="inputs/cup_material.png"></a> | |
| <a href="bf16/cup_material-s1000123.png"><img src="bf16/cup_material-s1000123.png"></a> | |
| <a href="int8/cup_material-s1000123.png"><img src="int8/cup_material-s1000123.png"></a> | |
| <details><summary>alpha</summary> | |
| <a href="bf16/diagnostics/cup_material-s1000123-alpha.png"><img loading="lazy" src="bf16/diagnostics/cup_material-s1000123-alpha.png"></a> | |
| <a href="int8/diagnostics/cup_material-s1000123-alpha.png"><img loading="lazy" src="int8/diagnostics/cup_material-s1000123-alpha.png"></a> | |
| </details> | |
| <details><summary>white</summary> | |
| <a href="bf16/diagnostics/cup_material-s1000123-white.png"><img loading="lazy" src="bf16/diagnostics/cup_material-s1000123-white.png"></a> | |
| <a href="int8/diagnostics/cup_material-s1000123-white.png"><img loading="lazy" src="int8/diagnostics/cup_material-s1000123-white.png"></a> | |
| </details> | |
| <details><summary>black</summary> | |
| <a href="bf16/diagnostics/cup_material-s1000123-black.png"><img loading="lazy" src="bf16/diagnostics/cup_material-s1000123-black.png"></a> | |
| <a href="int8/diagnostics/cup_material-s1000123-black.png"><img loading="lazy" src="int8/diagnostics/cup_material-s1000123-black.png"></a> | |
| </details> | |
| <details><summary>checker</summary> | |
| <a href="bf16/diagnostics/cup_material-s1000123-checker.png"><img loading="lazy" src="bf16/diagnostics/cup_material-s1000123-checker.png"></a> | |
| <a href="int8/diagnostics/cup_material-s1000123-checker.png"><img loading="lazy" src="int8/diagnostics/cup_material-s1000123-checker.png"></a> | |
| </details> | |
| </article> | |
| <article><h2>bird_background / 1000042</h2><p>Replace only the blurred forest background with a softly blurred snowy winter forest. Preserve the same kingfisher, its colors and pose, the mossy branch, framing and foreground lighting.</p> | |
| <a href="inputs/bird_background.png"><img src="inputs/bird_background.png"></a> | |
| <a href="bf16/bird_background-s1000042.png"><img src="bf16/bird_background-s1000042.png"></a> | |
| <a href="int8/bird_background-s1000042.png"><img src="int8/bird_background-s1000042.png"></a> | |
| <details><summary>alpha</summary> | |
| <a href="bf16/diagnostics/bird_background-s1000042-alpha.png"><img loading="lazy" src="bf16/diagnostics/bird_background-s1000042-alpha.png"></a> | |
| <a href="int8/diagnostics/bird_background-s1000042-alpha.png"><img loading="lazy" src="int8/diagnostics/bird_background-s1000042-alpha.png"></a> | |
| </details> | |
| <details><summary>white</summary> | |
| <a href="bf16/diagnostics/bird_background-s1000042-white.png"><img loading="lazy" src="bf16/diagnostics/bird_background-s1000042-white.png"></a> | |
| <a href="int8/diagnostics/bird_background-s1000042-white.png"><img loading="lazy" src="int8/diagnostics/bird_background-s1000042-white.png"></a> | |
| </details> | |
| <details><summary>black</summary> | |
| <a href="bf16/diagnostics/bird_background-s1000042-black.png"><img loading="lazy" src="bf16/diagnostics/bird_background-s1000042-black.png"></a> | |
| <a href="int8/diagnostics/bird_background-s1000042-black.png"><img loading="lazy" src="int8/diagnostics/bird_background-s1000042-black.png"></a> | |
| </details> | |
| <details><summary>checker</summary> | |
| <a href="bf16/diagnostics/bird_background-s1000042-checker.png"><img loading="lazy" src="bf16/diagnostics/bird_background-s1000042-checker.png"></a> | |
| <a href="int8/diagnostics/bird_background-s1000042-checker.png"><img loading="lazy" src="int8/diagnostics/bird_background-s1000042-checker.png"></a> | |
| </details> | |
| </article> | |
| <article><h2>bird_background / 1000123</h2><p>Replace only the blurred forest background with a softly blurred snowy winter forest. Preserve the same kingfisher, its colors and pose, the mossy branch, framing and foreground lighting.</p> | |
| <a href="inputs/bird_background.png"><img src="inputs/bird_background.png"></a> | |
| <a href="bf16/bird_background-s1000123.png"><img src="bf16/bird_background-s1000123.png"></a> | |
| <a href="int8/bird_background-s1000123.png"><img src="int8/bird_background-s1000123.png"></a> | |
| <details><summary>alpha</summary> | |
| <a href="bf16/diagnostics/bird_background-s1000123-alpha.png"><img loading="lazy" src="bf16/diagnostics/bird_background-s1000123-alpha.png"></a> | |
| <a href="int8/diagnostics/bird_background-s1000123-alpha.png"><img loading="lazy" src="int8/diagnostics/bird_background-s1000123-alpha.png"></a> | |
| </details> | |
| <details><summary>white</summary> | |
| <a href="bf16/diagnostics/bird_background-s1000123-white.png"><img loading="lazy" src="bf16/diagnostics/bird_background-s1000123-white.png"></a> | |
| <a href="int8/diagnostics/bird_background-s1000123-white.png"><img loading="lazy" src="int8/diagnostics/bird_background-s1000123-white.png"></a> | |
| </details> | |
| <details><summary>black</summary> | |
| <a href="bf16/diagnostics/bird_background-s1000123-black.png"><img loading="lazy" src="bf16/diagnostics/bird_background-s1000123-black.png"></a> | |
| <a href="int8/diagnostics/bird_background-s1000123-black.png"><img loading="lazy" src="int8/diagnostics/bird_background-s1000123-black.png"></a> | |
| </details> | |
| <details><summary>checker</summary> | |
| <a href="bf16/diagnostics/bird_background-s1000123-checker.png"><img loading="lazy" src="bf16/diagnostics/bird_background-s1000123-checker.png"></a> | |
| <a href="int8/diagnostics/bird_background-s1000123-checker.png"><img loading="lazy" src="int8/diagnostics/bird_background-s1000123-checker.png"></a> | |
| </details> | |
| </article> | |
| <article><h2>bird_remove_background / 1000042</h2><p>Remove the background from <image1>. Keep the entire kingfisher and the mossy branch unchanged, including fine feather edges and feet. This is an RGBA image with transparency. The image has alpha channel and the background is transparent.</p> | |
| <a href="inputs/bird_background.png"><img src="inputs/bird_background.png"></a> | |
| <a href="bf16/bird_remove_background-s1000042.png"><img src="bf16/bird_remove_background-s1000042.png"></a> | |
| <a href="int8/bird_remove_background-s1000042.png"><img src="int8/bird_remove_background-s1000042.png"></a> | |
| <details><summary>alpha</summary> | |
| <a href="bf16/diagnostics/bird_remove_background-s1000042-alpha.png"><img loading="lazy" src="bf16/diagnostics/bird_remove_background-s1000042-alpha.png"></a> | |
| <a href="int8/diagnostics/bird_remove_background-s1000042-alpha.png"><img loading="lazy" src="int8/diagnostics/bird_remove_background-s1000042-alpha.png"></a> | |
| </details> | |
| <details><summary>white</summary> | |
| <a href="bf16/diagnostics/bird_remove_background-s1000042-white.png"><img loading="lazy" src="bf16/diagnostics/bird_remove_background-s1000042-white.png"></a> | |
| <a href="int8/diagnostics/bird_remove_background-s1000042-white.png"><img loading="lazy" src="int8/diagnostics/bird_remove_background-s1000042-white.png"></a> | |
| </details> | |
| <details><summary>black</summary> | |
| <a href="bf16/diagnostics/bird_remove_background-s1000042-black.png"><img loading="lazy" src="bf16/diagnostics/bird_remove_background-s1000042-black.png"></a> | |
| <a href="int8/diagnostics/bird_remove_background-s1000042-black.png"><img loading="lazy" src="int8/diagnostics/bird_remove_background-s1000042-black.png"></a> | |
| </details> | |
| <details><summary>checker</summary> | |
| <a href="bf16/diagnostics/bird_remove_background-s1000042-checker.png"><img loading="lazy" src="bf16/diagnostics/bird_remove_background-s1000042-checker.png"></a> | |
| <a href="int8/diagnostics/bird_remove_background-s1000042-checker.png"><img loading="lazy" src="int8/diagnostics/bird_remove_background-s1000042-checker.png"></a> | |
| </details> | |
| </article> | |
| <article><h2>bird_remove_background / 1000123</h2><p>Remove the background from <image1>. Keep the entire kingfisher and the mossy branch unchanged, including fine feather edges and feet. This is an RGBA image with transparency. The image has alpha channel and the background is transparent.</p> | |
| <a href="inputs/bird_background.png"><img src="inputs/bird_background.png"></a> | |
| <a href="bf16/bird_remove_background-s1000123.png"><img src="bf16/bird_remove_background-s1000123.png"></a> | |
| <a href="int8/bird_remove_background-s1000123.png"><img src="int8/bird_remove_background-s1000123.png"></a> | |
| <details><summary>alpha</summary> | |
| <a href="bf16/diagnostics/bird_remove_background-s1000123-alpha.png"><img loading="lazy" src="bf16/diagnostics/bird_remove_background-s1000123-alpha.png"></a> | |
| <a href="int8/diagnostics/bird_remove_background-s1000123-alpha.png"><img loading="lazy" src="int8/diagnostics/bird_remove_background-s1000123-alpha.png"></a> | |
| </details> | |
| <details><summary>white</summary> | |
| <a href="bf16/diagnostics/bird_remove_background-s1000123-white.png"><img loading="lazy" src="bf16/diagnostics/bird_remove_background-s1000123-white.png"></a> | |
| <a href="int8/diagnostics/bird_remove_background-s1000123-white.png"><img loading="lazy" src="int8/diagnostics/bird_remove_background-s1000123-white.png"></a> | |
| </details> | |
| <details><summary>black</summary> | |
| <a href="bf16/diagnostics/bird_remove_background-s1000123-black.png"><img loading="lazy" src="bf16/diagnostics/bird_remove_background-s1000123-black.png"></a> | |
| <a href="int8/diagnostics/bird_remove_background-s1000123-black.png"><img loading="lazy" src="int8/diagnostics/bird_remove_background-s1000123-black.png"></a> | |
| </details> | |
| <details><summary>checker</summary> | |
| <a href="bf16/diagnostics/bird_remove_background-s1000123-checker.png"><img loading="lazy" src="bf16/diagnostics/bird_remove_background-s1000123-checker.png"></a> | |
| <a href="int8/diagnostics/bird_remove_background-s1000123-checker.png"><img loading="lazy" src="int8/diagnostics/bird_remove_background-s1000123-checker.png"></a> | |
| </details> | |
| </article> | |
| <article><h2>cup_identity / 1000042</h2><p>Keep <image1> unchanged. Preserve all objects, colors, details, lighting and background exactly.</p> | |
| <a href="inputs/cup_material.png"><img src="inputs/cup_material.png"></a> | |
| <a href="bf16/cup_identity-s1000042.png"><img src="bf16/cup_identity-s1000042.png"></a> | |
| <a href="int8/cup_identity-s1000042.png"><img src="int8/cup_identity-s1000042.png"></a> | |
| <details><summary>alpha</summary> | |
| <a href="bf16/diagnostics/cup_identity-s1000042-alpha.png"><img loading="lazy" src="bf16/diagnostics/cup_identity-s1000042-alpha.png"></a> | |
| <a href="int8/diagnostics/cup_identity-s1000042-alpha.png"><img loading="lazy" src="int8/diagnostics/cup_identity-s1000042-alpha.png"></a> | |
| </details> | |
| <details><summary>white</summary> | |
| <a href="bf16/diagnostics/cup_identity-s1000042-white.png"><img loading="lazy" src="bf16/diagnostics/cup_identity-s1000042-white.png"></a> | |
| <a href="int8/diagnostics/cup_identity-s1000042-white.png"><img loading="lazy" src="int8/diagnostics/cup_identity-s1000042-white.png"></a> | |
| </details> | |
| <details><summary>black</summary> | |
| <a href="bf16/diagnostics/cup_identity-s1000042-black.png"><img loading="lazy" src="bf16/diagnostics/cup_identity-s1000042-black.png"></a> | |
| <a href="int8/diagnostics/cup_identity-s1000042-black.png"><img loading="lazy" src="int8/diagnostics/cup_identity-s1000042-black.png"></a> | |
| </details> | |
| <details><summary>checker</summary> | |
| <a href="bf16/diagnostics/cup_identity-s1000042-checker.png"><img loading="lazy" src="bf16/diagnostics/cup_identity-s1000042-checker.png"></a> | |
| <a href="int8/diagnostics/cup_identity-s1000042-checker.png"><img loading="lazy" src="int8/diagnostics/cup_identity-s1000042-checker.png"></a> | |
| </details> | |
| </article> | |
| <article><h2>cup_identity / 1000123</h2><p>Keep <image1> unchanged. Preserve all objects, colors, details, lighting and background exactly.</p> | |
| <a href="inputs/cup_material.png"><img src="inputs/cup_material.png"></a> | |
| <a href="bf16/cup_identity-s1000123.png"><img src="bf16/cup_identity-s1000123.png"></a> | |
| <a href="int8/cup_identity-s1000123.png"><img src="int8/cup_identity-s1000123.png"></a> | |
| <details><summary>alpha</summary> | |
| <a href="bf16/diagnostics/cup_identity-s1000123-alpha.png"><img loading="lazy" src="bf16/diagnostics/cup_identity-s1000123-alpha.png"></a> | |
| <a href="int8/diagnostics/cup_identity-s1000123-alpha.png"><img loading="lazy" src="int8/diagnostics/cup_identity-s1000123-alpha.png"></a> | |
| </details> | |
| <details><summary>white</summary> | |
| <a href="bf16/diagnostics/cup_identity-s1000123-white.png"><img loading="lazy" src="bf16/diagnostics/cup_identity-s1000123-white.png"></a> | |
| <a href="int8/diagnostics/cup_identity-s1000123-white.png"><img loading="lazy" src="int8/diagnostics/cup_identity-s1000123-white.png"></a> | |
| </details> | |
| <details><summary>black</summary> | |
| <a href="bf16/diagnostics/cup_identity-s1000123-black.png"><img loading="lazy" src="bf16/diagnostics/cup_identity-s1000123-black.png"></a> | |
| <a href="int8/diagnostics/cup_identity-s1000123-black.png"><img loading="lazy" src="int8/diagnostics/cup_identity-s1000123-black.png"></a> | |
| </details> | |
| <details><summary>checker</summary> | |
| <a href="bf16/diagnostics/cup_identity-s1000123-checker.png"><img loading="lazy" src="bf16/diagnostics/cup_identity-s1000123-checker.png"></a> | |
| <a href="int8/diagnostics/cup_identity-s1000123-checker.png"><img loading="lazy" src="int8/diagnostics/cup_identity-s1000123-checker.png"></a> | |
| </details> | |
| </article> |