Update with example script

README.md

@@ -13,6 +13,51 @@ base_model:
 - Tongyi-MAI/Z-Image-Turbo
 ---
 
+This is a BitsandBytes quantized version of [Z-Image-Turbo](https://huggingface.co/Tongyi-MAI/Z-Image-Turbo), and can be run in `diffusers`. <br>
+unsloth/Z-Image-Turbo-unsloth-bnb-4bit uses [Unsloth Dynamic 2.0](https://docs.unsloth.ai/basics/unsloth-dynamic-2.0-ggufs) methodology for SOTA performance.
+
+- Important layers are upcasted to higher precision.
+- You can use the model in the `diffusers` library.
+
+```
+from diffusers import DiffusionPipeline
+import torch
+
+pipe = DiffusionPipeline.from_pretrained(
+    "unsloth/Z-Image-Turbo-unsloth-bnb-4bit",
+    torch_dtype=torch.bfloat16,
+).to('cuda')
+
+# uncomment if you run out of memory
+# pipe.enable_model_cpu_offload() 
+
+output = pipe(
+    prompt="a cute kawaii sloth",
+    negative_prompt="blurry, unfocused",
+    num_inference_steps=9,
+    guidance_scale=1.0,
+)
+
+# Save output
+image = output.images[0]
+image.save('sample.png')
+```
+
+<div>
+  <div style="display: flex; gap: 5px; align-items: center; ">
+    <a href="https://github.com/unslothai/unsloth/">
+      <img src="https://github.com/unslothai/unsloth/raw/main/images/unsloth%20new%20logo.png" width="133">
+    </a>
+    <a href="https://discord.gg/unsloth">
+      <img src="https://github.com/unslothai/unsloth/raw/main/images/Discord%20button.png" width="173">
+    </a>
+    <a href="https://unsloth.ai/docs/models/qwen-image-2512">
+      <img src="https://raw.githubusercontent.com/unslothai/unsloth/refs/heads/main/images/documentation%20green%20button.png" width="143">
+    </a>
+  </div>
+</div>
+
+---
 
 <h1 align="center">⚡️- Image<br><sub><sup>An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer</sup></sub></h1>