Instructions to use fwwrsd/zimage-lora-4234-13433877 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use fwwrsd/zimage-lora-4234-13433877 with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("fill-in-base-model", dtype=torch.bfloat16, device_map="cuda") pipe.load_lora_weights("fwwrsd/zimage-lora-4234-13433877") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
- Local Apps
- Draw Things
- DiffusionBee
Z Image LoRA β 4234
A personalized LoRA trained with Z Image pipeline for generating images with a specific identity.
Quick Start
Direct Download URL
https://huggingface.co/fwwrsd/zimage-lora-4234-13433877/resolve/main/lora.safetensors
ComfyUI Setup
- Download
lora.safetensorsβ place inComfyUI/models/loras/ - Use LoRA Loader node
- Set trigger word:
4234
Download via Command Line
wget https://huggingface.co/fwwrsd/zimage-lora-4234-13433877/resolve/main/lora.safetensors -O lora_4234.safetensors
huggingface-cli download fwwrsd/zimage-lora-4234-13433877 lora.safetensors
Recommended Settings
| Parameter | Value |
|---|---|
| LoRA Strength | 0.7 β 1.0 |
| CFG Scale | 3.5 |
| Steps | 20 β 30 |
Trigger word: 4234 β include in your prompt to activate the LoRA.
Available Checkpoints
This repo contains 5 epoch checkpoints β try different epochs to find the best balance of identity fidelity vs flexibility.
| Epoch | File | Note |
|---|---|---|
| 4 | lora_epoch4.safetensors |
|
| 8 | lora_epoch8.safetensors |
|
| 12 | lora_epoch12.safetensors |
|
| 16 | lora_epoch16.safetensors |
|
| 17 | lora_epoch17.safetensors |
β Best (recommended) |
lora.safetensors is a copy of the best (final) checkpoint β epoch 17.
Download Specific Epoch
# Download epoch 17 (best)
huggingface-cli download fwwrsd/zimage-lora-4234-13433877 lora_epoch17.safetensors
# Download any other epoch
huggingface-cli download fwwrsd/zimage-lora-4234-13433877 lora_epoch<N>.safetensors
Training Details
| Parameter | Value |
|---|---|
| Training Method | diffusion-pipe + DeepSpeed |
| LoRA Rank | 16 |
| Learning Rate | 1e-4 |
| Total Epochs | unknown (best: 17) |
| Resolution | 1024px |
| Dataset Size | 58 images |
| Preset | test |
| Created | 2026-03-04 |
License
Apache 2.0 β free for personal and commercial use.
Trained with NanoBanana LoRA Bot on RunPod
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