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[docs] [dreambooth training] num_class_images clarification (#1508)
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@@ -70,7 +70,7 @@ accelerate launch train_dreambooth.py \
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### Training with prior-preservation loss
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Prior-preservation is used to avoid overfitting and language-drift. Refer to the paper to learn more about it. For prior-preservation we first generate images using the model with a class prompt and then use those during training along with our data.
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According to the paper, it's recommended to generate `num_epochs * num_samples` images for prior-preservation. 200-300 works well for most cases.
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According to the paper, it's recommended to generate `num_epochs * num_samples` images for prior-preservation. 200-300 works well for most cases. The `num_class_images` flag sets the number of images to generate with the class prompt. You can place existing images in `class_data_dir`, and the training script will generate any additional images so that `num_class_images` are present in `class_data_dir` during training time.
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```bash
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export MODEL_NAME="CompVis/stable-diffusion-v1-4"
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@@ -107,8 +107,8 @@ def parse_args(input_args=None):
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type=int,
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default=100,
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help=(
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"Minimal class images for prior preservation loss. If not have enough images, additional images will be"
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" sampled with class_prompt."
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"Minimal class images for prior preservation loss. If there are not enough images already present in"
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" class_data_dir, additional images will be sampled with class_prompt."
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),
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)
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parser.add_argument(
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@@ -89,8 +89,8 @@ def parse_args():
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type=int,
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default=100,
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help=(
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"Minimal class images for prior preservation loss. If not have enough images, additional images will be"
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" sampled with class_prompt."
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"Minimal class images for prior preservation loss. If there are not enough images already present in"
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" class_data_dir, additional images will be sampled with class_prompt."
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),
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)
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parser.add_argument(
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