Metadata-Version: 2.1
Name: autotrain-advanced
Version: 0.7.8
Home-page: https://github.com/huggingface/autotrain-advanced
Download-URL: https://github.com/huggingface/autotrain-advanced/tags
Author: HuggingFace Inc.
Author-email: autotrain@huggingface.co
License: Apache 2.0
Keywords: automl autonlp autotrain huggingface
Classifier: Development Status :: 5 - Production/Stable
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: Education
Classifier: Intended Audience :: Science/Research
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
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# 🤗 AutoTrain Advanced

AutoTrain Advanced: faster and easier training and deployments of state-of-the-art machine learning models. AutoTrain Advanced is a no-code solution that allows you to train machine learning models in just a few clicks. Please note that you must upload data in correct format for project to be created. For help regarding proper data format and pricing, check out the documentation. 

NOTE: AutoTrain is free! You only pay for the resources you use in case you decide to run AutoTrain on Hugging Face Spaces. When running locally, you only pay for the resources you use on your own infrastructure.


[![Deploy on Spaces](https://huggingface.co/datasets/huggingface/badges/resolve/main/deploy-on-spaces-md.svg)](https://huggingface.co/new-space?template=autotrain-projects/autotrain-advanced) [![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.ipynb)


## Installation

You can Install AutoTrain-Advanced python package via PIP. Please note you will need python >= 3.10 for AutoTrain Advanced to work properly.

    pip install autotrain-advanced
    
Please make sure that you have git lfs installed. Check out the instructions here: https://github.com/git-lfs/git-lfs/wiki/Installation

You also need to install torch, torchaudio and torchvision.

The best way to run autotrain is in a conda environment. You can create a new conda environment with the following command:

    conda create -n autotrain python=3.10
    conda activate autotrain
    pip install autotrain-advanced
    conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia
    conda install -c "nvidia/label/cuda-12.1.0" cuda-nvcc

Once done, you can start the application using:

    autotrain app --port 8080 --host 127.0.0.1


## Colabs

| Task | Colab Link |
| --- | --- |
| LLM Fine Tuning | [![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_LLM.ipynb) |
| DreamBooth Training | [![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) |


## Documentation

Documentation is available at https://hf.co/docs/autotrain/
