---
tags:
- text-to-image
- lora
- diffusers
- flux
- cape
widget:
- text: Woman wearing Moncler Poplin Midi Shirt Dress in a park, back of dress is visible
  parameters:
    negative_prompt: empty
  output:
    url: images/4f2b04cfe4764743bb74459537957fe9_9f94c2da90414d47b2e3cf9878cbcf1c.png
- text: Woman wearing green Moncler Poplin Midi Shirt Dress in a restaurant, sitting and holding a glass of white wine, side view, logo visible
  parameters:
    negative_prompt: empty
  output:
    url: images/1644f706837a4283a528688ab8cda466_14dbffd5eae24edba1cd80fbd4c54857.png
- text: Woman wearing Moncler Poplin Midi Shirt Dress in a city centre, walking with confidence
  parameters:
    negative_prompt: empty
  output:
    url: images/390454a9a9984156bfaf2b699637047a_63133205dced490d95bc8a9ac7a27205.png
- text: Woman wearing Moncler Poplin Midi Shirt Dress, holding a bag, posing for shot
  parameters:
    negative_prompt: empty
  output:
    url: images/3739b9f299414c56ae7fb1d8a3839ec8_457104fdf0154a5d8d205211f26eff59.png
- text: Portrait photo of Moncler Poplin Midi Shirt Dress, side view, posing for a shot in the subway metro
  parameters:
    negative_prompt: empty
  output:
    url: images/9351503ab3ce40278222ef9cf85e6f54_015e1fc8b1614aa58686e52d49b128ca.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: Moncler Poplin Midi Shirt Dress
license: other
license_name: flux-1-dev-non-commercial-license
license_link: https://huggingface.co./black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md
---
# Moncler Dress 1000 v1 - WIP
# Flux LoRA, Fashion Virtual Try-on E-commerce Experiment

Trained for 1000 steps on NVIDIA A100 (40GB VRAM), Learning Rate 4e-4

- Brand: Moncler
- Item: [Poplin Midi Shirt Dress - Sage Green](https://www.moncler.com/en-it/women/ready-to-wear/dresses/poplin-midi-shirt-dress-sage-green-J10932G00007597IC92G.html)

<div style="display:flex; justify-content:flex-start; align-items:center;">
  <img src="https://cdn-uploads.huggingface.co/production/uploads/646ddc68deb963805b31b9f8/dbufPlTHvNBpvicp6qJou.png" style="width:300px; margin-right:5px;">
  <img src="https://cdn-uploads.huggingface.co/production/uploads/646ddc68deb963805b31b9f8/V_Gk26ehCV0DWMpwkfDV6.png" style="width:300px;">
</div>

## Trigger words

You should use `Moncler Poplin Midi Shirt Dress` to trigger the image generation

<Gallery />

## Training

```
{
job: extension
config:
  name: moncler-dress-1000-v1
  process:
  - type: sd_trainer
    training_folder: output
    device: cuda:0
    trigger_word: Moncler Poplin Midi Shirt Dress
    network:
      type: lora
      linear: 16
      linear_alpha: 16
    save:
      dtype: float16
      save_every: 250
      max_step_saves_to_keep: 4
    datasets:
    - folder_path: C:\...\rayban-meta-dataset
      caption_ext: txt
      caption_dropout_rate: 0.05
      shuffle_tokens: false
      cache_latents_to_disk: true
      resolution:
      - 512
      - 768
      - 1024
    train:
      batch_size: 1
      steps: 1000
      gradient_accumulation_steps: 1
      train_unet: true
      train_text_encoder: false
      gradient_checkpointing: true
      noise_scheduler: flowmatch
      optimizer: adamw8bit
      lr: 0.0004
      linear_timesteps: true
      ema_config:
        use_ema: true
        ema_decay: 0.99
      dtype: bf16
    model:
      name_or_path: C:\...\ai-toolkit\FLUX.1-dev
      is_flux: true
      quantize: true
    sample:
      sampler: flowmatch
      sample_every: 250
      width: 1024
      height: 1024
      prompts:
      - Woman wearing Moncler Poplin Midi Shirt Dress in a park, back of dress is visible
      - Woman wearing green Moncler Poplin Midi Shirt Dress in a restaurant, sitting and holding a glass of white wine, side view, logo visible
      - Woman wearing Moncler Poplin Midi Shirt Dress in a city centre, walking with confidence
      - Woman wearing Moncler Poplin Midi Shirt Dress, holding a bag, posing for shot
      - Portrait photo of Moncler Poplin Midi Shirt Dress, side view, posing for a shot in the subway metro
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 4
      sample_steps: 20
meta:
  name: moncler-dress-1000-v1
  version: '1.0'
}
```