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End of training

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+ ---
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+ base_model: stabilityai/stable-diffusion-3-medium-diffusers
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+ library_name: diffusers
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+ license: openrail++
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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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+ - sd3
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+ - sd3-diffusers
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+ - template:sd-lora
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+ instance_prompt: Toyota Corolla Cross XLE 2022 car
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+ widget:
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+ - text: Toyota Corolla Cross XLE 2022 car near beach.
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+ output:
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+ url: image_0.png
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+ - text: Toyota Corolla Cross XLE 2022 car near beach.
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+ output:
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+ url: image_1.png
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+ - text: Toyota Corolla Cross XLE 2022 car near beach.
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+ output:
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+ url: image_2.png
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+ - text: Toyota Corolla Cross XLE 2022 car near beach.
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+ output:
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+ url: image_3.png
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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 DreamBooth LoRA - gaurav-raul/corolla-sd3-lora-v4
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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 gaurav-raul/corolla-sd3-lora-v4 DreamBooth LoRA weights for stabilityai/stable-diffusion-3-medium-diffusers.
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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 `Toyota Corolla Cross XLE 2022 car` 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](gaurav-raul/corolla-sd3-lora-v4/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-medium-diffusers', torch_dtype=torch.float16).to('cuda')
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+ pipeline.load_lora_weights('gaurav-raul/corolla-sd3-lora-v4', weight_name='pytorch_lora_weights.safetensors')
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+ image = pipeline('Toyota Corolla Cross XLE 2022 car near beach.').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 💾](/gaurav-raul/corolla-sd3-lora-v4/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-medium/blob/main/LICENSE).
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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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+ allow_tf32: false
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+ cache_dir: null
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+ image_column: image
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+ instance_data_dir: /data/sd3_fine_tuning/toyota_corolla_cross_xle_2022_vc
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+ instance_prompt: Toyota Corolla Cross XLE 2022 car
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+ learning_rate: 2.0e-06
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+ local_rank: 0
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+ logging_dir: logs
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+ logit_mean: 0.0
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+ logit_std: 1.0
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+ lr_num_cycles: 1
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+ lr_power: 1.0
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+ lr_scheduler: cosine_with_restarts
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+ lr_warmup_steps: 100
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+ max_grad_norm: 1.0
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+ max_sequence_length: 512
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+ max_train_steps: 1500
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+ mixed_precision: fp16
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+ mode_scale: 1.29
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+ num_class_images: 100
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+ num_train_epochs: 500
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+ num_validation_images: 4
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+ optimizer: AdamW
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+ output_dir: corolla-sd3-lora-v4
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+ pretrained_model_name_or_path: stabilityai/stable-diffusion-3-medium-diffusers
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+ prior_generation_precision: null
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+ prior_loss_weight: 1.0
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+ prodigy_beta3: null
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+ prodigy_decouple: true
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+ prodigy_safeguard_warmup: true
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+ prodigy_use_bias_correction: true
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+ push_to_hub: true
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+ random_flip: false
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+ rank: 4
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+ repeats: 1
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+ report_to: tensorboard
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+ resolution: 1024
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+ resume_from_checkpoint: null
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+ sample_batch_size: 4
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+ scale_lr: false
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+ seed: 0
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+ text_encoder_lr: 5.0e-06
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+ train_batch_size: 2
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+ train_text_encoder: false
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+ use_8bit_adam: false
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+ validation_epochs: 5
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+ validation_prompt: Toyota Corolla Cross XLE 2022 car near beach.
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+ variant: null
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+ weighting_scheme: logit_normal
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+ with_prior_preservation: false
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