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remove dreambooth (#816)
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README.md

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| Extractive Question Answering || Coming Soon | [extractive_qa.yaml](https://github.com/huggingface/autotrain-advanced/tree/main/configs/extractive_question_answering) |
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| Image Classification || Coming Soon | [image_classification.yaml](https://github.com/huggingface/autotrain-advanced/tree/main/configs/image_classification) |
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| Image Scoring/Regression || Coming Soon | [image_regression.yaml](https://github.com/huggingface/autotrain-advanced/tree/main/configs/image_scoring) |
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| DreamBooth LoRA || [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/autotrain-advanced/blob/main/colabs/AutoTrain_Dreambooth.ipynb) | [dreambooth_lora.yaml](https://github.com/huggingface/autotrain-advanced/tree/main/configs/dreambooth) |
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| VLM | 🟥 | Coming Soon | [vlm.yaml](https://github.com/huggingface/autotrain-advanced/tree/main/configs/vlm) |
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colabs/AutoTrain_Dreambooth.ipynb

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configs/dreambooth/sd15_colab.yml

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configs/dreambooth/sdxl_colab.yml

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docs/source/_toctree.yml

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title: Image Classification / Regression
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- local: tasks/object_detection
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title: Object Detection
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- local: tasks/dreambooth
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title: DreamBooth
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- local: tasks/seq2seq
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title: Seq2Seq
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- local: tasks/token_classification

docs/source/col_map.mdx

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For multiple target columns, e.g. a multi label classification task, you can pass a list with multiple elements.
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# DreamBooth LoRA
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Dreambooth doesn't require column mapping.
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# Image Classification
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For image classification, the column mapping should be as follows:

docs/source/quickstart.mdx

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app,
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llm,
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setup,
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dreambooth,
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api,
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text-classification,
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text-regression,
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- `app`: Start the AutoTrain UI
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- `llm`: Train a language model
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- `dreambooth`: Train a model using DreamBooth
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- `text-classification`: Train a text classification model
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- `text-regression`: Train a text regression model
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- `image-classification`: Train an image classification model

docs/source/quickstart_py.mdx

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[[autodoc]] trainers.object_detection.params.ObjectDetectionParams
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[[autodoc]] trainers.dreambooth.params.DreamBoothTrainingParams
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### Tabular Tasks
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docs/source/tasks/dreambooth.mdx

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requirements.txt

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huggingface_hub==0.26.2
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requests==2.32.3
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einops==0.8.0
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invisible-watermark==0.2.0
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packaging==24.1
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cryptography==43.0.3
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nvitop==1.3.2
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tiktoken==0.6.0
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transformers==4.46.2
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accelerate==1.1.1
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diffusers==0.31.0
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bitsandbytes==0.44.1
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# extras
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rouge_score==0.1.2

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