diff --git a/README.md b/README.md
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+---
+license: creativeml-openrail-m
+base_model: stabilityai/stable-diffusion-2-1-base
+instance_prompt: break bad
+tags:
+- stable-diffusion
+- stable-diffusion-diffusers
+- text-to-image
+- diffusers
+- lora
+inference: true
+---
+# LoRA DreamBooth - walter-white
+
+These are LoRA adaption weights for [stabilityai/stable-diffusion-2-1-base](https://huggingface.co./stabilityai/stable-diffusion-2-1-base). The weights were trained on the instance prompt "break bad" using [DreamBooth](https://dreambooth.github.io/). You can find some example images in the following.
+
+Test prompt: break bad
+![image_0](test_images/image_0.png)
+![image_1](test_images/image_1.png)
+![image_2](test_images/image_2.png)
+![image_3](test_images/image_3.png)
+
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+allow_tf32: false
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+pretrained_model_name_or_path: stabilityai/stable-diffusion-2-1-base
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+accelerate launch train_dreambooth_lora.py --pretrained_model_name_or_path=stabilityai/stable-diffusion-2-1-base --instance_data_dir=/home/user/app/training_data/walter-white --output_dir=/home/user/app/experiments/walter-white --instance_prompt="break bad" --resolution=512 --train_batch_size=1 --gradient_accumulation_steps=1 --learning_rate=0.0001 --lr_scheduler=constant --lr_warmup_steps=0 --max_train_steps=1000 --checkpointing_steps=100 --validation_prompt="break bad" --validation_epochs=100 --seed=0 --mixed_precision fp16 --use_8bit_adam
\ No newline at end of file