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End of training

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  1. README.md +79 -0
  2. checkpoint-3000/optimizer.bin +3 -0
  3. checkpoint-3000/pytorch_lora_weights.safetensors +3 -0
  4. checkpoint-3000/random_states_0.pkl +3 -0
  5. checkpoint-3000/scaler.pt +3 -0
  6. checkpoint-3000/scheduler.bin +3 -0
  7. checkpoint-3500/optimizer.bin +3 -0
  8. checkpoint-3500/pytorch_lora_weights.safetensors +3 -0
  9. checkpoint-3500/random_states_0.pkl +3 -0
  10. checkpoint-3500/scaler.pt +3 -0
  11. checkpoint-3500/scheduler.bin +3 -0
  12. checkpoint-4000/optimizer.bin +3 -0
  13. checkpoint-4000/pytorch_lora_weights.safetensors +3 -0
  14. checkpoint-4000/random_states_0.pkl +3 -0
  15. checkpoint-4000/scaler.pt +3 -0
  16. checkpoint-4000/scheduler.bin +3 -0
  17. checkpoint-4500/optimizer.bin +3 -0
  18. checkpoint-4500/pytorch_lora_weights.safetensors +3 -0
  19. checkpoint-4500/random_states_0.pkl +3 -0
  20. checkpoint-4500/scaler.pt +3 -0
  21. checkpoint-4500/scheduler.bin +3 -0
  22. checkpoint-5000/optimizer.bin +3 -0
  23. checkpoint-5000/pytorch_lora_weights.safetensors +3 -0
  24. checkpoint-5000/random_states_0.pkl +3 -0
  25. checkpoint-5000/scaler.pt +3 -0
  26. checkpoint-5000/scheduler.bin +3 -0
  27. hcwf-2500/optimizer.bin +3 -0
  28. hcwf-2500/pytorch_lora_weights.safetensors +3 -0
  29. hcwf-2500/random_states_0.pkl +3 -0
  30. hcwf-2500/scaler.pt +3 -0
  31. hcwf-2500/scheduler.bin +3 -0
  32. logs/dreambooth-sd3-lora/1734752690.5382943/events.out.tfevents.1734752690.aigpu08012.666434.1 +3 -0
  33. logs/dreambooth-sd3-lora/1734752690.5487766/hparams.yml +74 -0
  34. logs/dreambooth-sd3-lora/events.out.tfevents.1734752690.aigpu08012.666434.0 +3 -0
  35. pytorch_lora_weights.safetensors +3 -0
README.md ADDED
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+ ---
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+ base_model: stabilityai/stable-diffusion-3.5-large
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+ library_name: diffusers
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+ license: other
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+ instance_prompt: jshj 3d ultrasound image of baby face, headshot
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+ widget: []
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+ tags:
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+ - text-to-image
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+ - diffusers-training
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+ - diffusers
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+ - lora
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+ - template:sd-lora
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+ - sd3.5-large
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+ - sd3.5
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+ - sd3.5-diffusers
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the training script had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+
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+ # SD3.5-Large DreamBooth LoRA - cwhuh/v4_sd35large_reconstruction
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+
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+ <Gallery />
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+
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+ ## Model description
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+
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+ These are cwhuh/v4_sd35large_reconstruction DreamBooth LoRA weights for stabilityai/stable-diffusion-3.5-large.
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+
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+ The weights were trained using [DreamBooth](https://dreambooth.github.io/) with the [SD3 diffusers trainer](https://github.com/huggingface/diffusers/blob/main/examples/dreambooth/README_sd3.md).
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+
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+ Was LoRA for the text encoder enabled? False.
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+
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+ ## Trigger words
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+
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+ You should use `jshj 3d ultrasound image of baby face, headshot` to trigger the image generation.
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+
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+ ## Download model
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+
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+ [Download the *.safetensors LoRA](cwhuh/v4_sd35large_reconstruction/tree/main) in the Files & versions tab.
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+
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+ ## Use it with the [🧨 diffusers library](https://github.com/huggingface/diffusers)
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+
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+ ```py
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+ from diffusers import AutoPipelineForText2Image
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+ import torch
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+ pipeline = AutoPipelineForText2Image.from_pretrained(stabilityai/stable-diffusion-3.5-large, torch_dtype=torch.float16).to('cuda')
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+ pipeline.load_lora_weights('cwhuh/v4_sd35large_reconstruction', weight_name='pytorch_lora_weights.safetensors')
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+ image = pipeline('jshj 3d ultrasound image of baby face, headshot').images[0]
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+ ```
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+
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+ ### Use it with UIs such as AUTOMATIC1111, Comfy UI, SD.Next, Invoke
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+
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+ - **LoRA**: download **[`diffusers_lora_weights.safetensors` here 💾](/cwhuh/v4_sd35large_reconstruction/blob/main/diffusers_lora_weights.safetensors)**.
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+ - Rename it and place it on your `models/Lora` folder.
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+ - On AUTOMATIC1111, load the LoRA by adding `<lora:your_new_name:1>` to your prompt. On ComfyUI just [load it as a regular LoRA](https://comfyanonymous.github.io/ComfyUI_examples/lora/).
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+
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+ For more details, including weighting, merging and fusing LoRAs, check the [documentation on loading LoRAs in diffusers](https://huggingface.co/docs/diffusers/main/en/using-diffusers/loading_adapters)
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+
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+ ## License
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+
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+ Please adhere to the licensing terms as described [here](https://huggingface.co/stabilityai/stable-diffusion-3.5-large/blob/main/LICENSE.md).
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+
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+
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+ ## Intended uses & limitations
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+
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+ #### How to use
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+
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+ ```python
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+ # TODO: add an example code snippet for running this diffusion pipeline
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+ ```
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+
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+ #### Limitations and bias
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+
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+ [TODO: provide examples of latent issues and potential remediations]
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+
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+ ## Training details
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+
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+ [TODO: describe the data used to train the model]
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+ adam_beta1: 0.9
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+ adam_beta2: 0.999
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+ adam_epsilon: 1.0e-08
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+ adam_weight_decay: 0.0001
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+ adam_weight_decay_text_encoder: 0.001
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+ class_data_dir: /code/chaewon/humanscape/data/ps1/truncated
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+ class_prompt: 3d ultrasound image of baby face, headshot
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+ dataloader_num_workers: 0
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+ gradient_checkpointing: true
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+ image_column: image
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+ instance_data_dir: /code/chaewon/humanscape/data/ps1/instance
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+ instance_prompt: jshj 3d ultrasound image of baby face, headshot
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+ learning_rate: 1.0e-06
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+ lr_scheduler: cosine_with_restarts
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+ max_train_steps: 5000
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+ mixed_precision: fp16
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+ num_class_images: 1000
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+ num_train_epochs: 10
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+ num_validation_images: 4
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+ optimizer: AdamW
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+ output_dir: v4_sd35large_reconstruction
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+ pretrained_model_name_or_path: stabilityai/stable-diffusion-3.5-large
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+ rank: 4
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+ repeats: 1
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+ report_to: tensorboard
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+ resolution: 512
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+ resume_from_checkpoint: hcwf-2500
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+ revision: null
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+ scale_lr: false
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+ text_encoder_lr: 5.0e-06
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+ weighting_scheme: logit_normal
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+ with_prior_preservation: true
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