a high-resolution photograph featuring a young asian woman with long, straight, dark brown hair and fair skin, she has a delicate, symmetrical face with large, almond-shaped eyes, full lips, and a slight smile, her expression is calm and inviting, she is dressed in a black, off-the-shoulder dress with a deep v-neckline that accentuates her ample breasts, the dress is made of a soft, velvet-like material that clings to her curves, and it is draped over her shoulders in a gray, abstract patterned shawl, she wears a black choker with a small black ribbon and a black bracelet on her left wrist, her right hand is adorned with a gold ring, and she is holding a small, gold-colored object in her left hand, the background features a modern, minimalist setting with concrete structures and a few decorative boxes with the word chagee written on them, the overall ambiance is serene and sophisticated, with a hint of natural beauty

Validation settings

CFG: 3.0
CFG Rescale: 0.0
Steps: 20
Sampler: None
Seed: 42
Resolution: 1024x1024

Note: The validation settings are not necessarily the same as the training settings.

The text encoder was not trained. You may reuse the base model text encoder for inference.

Training settings

Training epochs: 0
Training steps: 10001
Learning rate: 0.0001
Max grad norm: 1.0
Effective batch size: 1
- Micro-batch size: 1
- Gradient accumulation steps: 1
- Number of GPUs: 1
Prediction type: flow-matching (flux parameters=['shift=3', 'flux_guidance_value=1.0'])
Rescaled betas zero SNR: False
Optimizer: adamw_bf16
Precision: Pure BF16
Quantised: Yes: int8-quanto
Xformers: Not used
LyCORIS Config:

json

{
    "algo": "lokr",
    "multiplier": 1.0,
    "linear_dim": 10000,
    "linear_alpha": 1,
    "factor": 16,
    "apply_preset": {
        "target_module": [
            "Attention",
            "FeedForward"
        ],
        "module_algo_map": {
            "Attention": {
                "factor": 16
            },
            "FeedForward": {
                "factor": 8
            }
        }
    }
}

Datasets

xhs_minidata-512

Repeats: 10
Total number of images: 560
Total number of aspect buckets: 9
Resolution: 0.262144 megapixels
Cropped: False
Crop style: None
Crop aspect: None
Used for regularisation data: No

xhs_minidata-1024

Repeats: 10
Total number of images: 560
Total number of aspect buckets: 15
Resolution: 1.048576 megapixels
Cropped: False
Crop style: None
Crop aspect: None
Used for regularisation data: No

xhs_minidata-512-crop

Repeats: 10
Total number of images: 560
Total number of aspect buckets: 1
Resolution: 0.262144 megapixels
Cropped: True
Crop style: random
Crop aspect: square
Used for regularisation data: No

xhs_minidata-1024-crop

Repeats: 10
Total number of images: 560
Total number of aspect buckets: 1
Resolution: 1.048576 megapixels
Cropped: True
Crop style: random
Crop aspect: square
Used for regularisation data: No

Inference

python

import torch
from diffusers import DiffusionPipeline
from lycoris import create_lycoris_from_weights

model_id = '/data/swh/hub_model/FLUX.1-dev'
adapter_id = 'pytorch_lora_weights.safetensors' # you will have to download this manually
lora_scale = 1.0
wrapper, _ = create_lycoris_from_weights(lora_scale, adapter_id, pipeline.transformer)
wrapper.merge_to()

prompt = "a high-resolution photograph featuring a young asian woman with long, straight, dark brown hair and fair skin, she has a delicate, symmetrical face with large, almond-shaped eyes, full lips, and a slight smile, her expression is calm and inviting, she is dressed in a black, off-the-shoulder dress with a deep v-neckline that accentuates her ample breasts, the dress is made of a soft, velvet-like material that clings to her curves, and it is draped over her shoulders in a gray, abstract patterned shawl, she wears a black choker with a small black ribbon and a black bracelet on her left wrist, her right hand is adorned with a gold ring, and she is holding a small, gold-colored object in her left hand, the background features a modern, minimalist setting with concrete structures and a few decorative boxes with the word chagee written on them, the overall ambiance is serene and sophisticated, with a hint of natural beauty"

pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu')
image = pipeline(
    prompt=prompt,
    num_inference_steps=20,
    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(1641421826),
    width=1024,
    height=1024,
    guidance_scale=3.0,
).images[0]
image.save("output.png", format="PNG")

W-Nevaeh/simpletuner-lora

simpletuner-lora

Validation settings

Training settings

Datasets

xhs_minidata-512

xhs_minidata-1024

xhs_minidata-512-crop

xhs_minidata-1024-crop

Inference

W-Nevaeh/
simpletuner-lora