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Remove auto-rag.com URL usage (#1116)
* Remove auto-rag.com URL usage No longer have the URL * change all link to github.io URL
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CNAME

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docs.auto-rag.com
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marker-inc-korea.github.io/AutoRAG/

CONTRIBUTING.md

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You can find the core part of the library in `autorag` folder.
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You can find the test codes of the `AutoRAG` at the `tests` folder.
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Plus, you can find the [AutoRAG docs](https://docs.auto-rag.com) at the `docs` folder.
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Plus, you can find the [AutoRAG docs](https://marker-inc-korea.github.io/AutoRAG/) at the `docs` folder.
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For resources, you can find sample config YAML files at `sample_config` folder.
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Plus, you can find sample dataset download script from `sample_dataset` folder.

README.md

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AutoRAG supports a simple way to evaluate many RAG module combinations.
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Try now and find the best RAG pipeline for your own use-case.
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Explore our 📖 [Document](https://docs.auto-rag.com)!!
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Plus, join our 📞 [Discord](https://discord.gg/P4DYXfmSAs) Community.
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Explore our 📖 [Document](https://marker-inc-korea.github.io/AutoRAG/)!!
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---
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|:-----------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------:|
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| ![Image](https://github.com/user-attachments/assets/87289d84-ff65-4810-bc41-3f30b36b7ddf) | ![Image](https://github.com/user-attachments/assets/dbe0a49b-ebf2-4c9c-b17d-1be1c2cd1060) | ![Image](https://github.com/user-attachments/assets/d8a50512-3299-4b68-b48e-e2f49d688f01) |
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Click the docs to use the AutoRAG GUI beta version! [AutoRAG GUI Docs](https://docs.auto-rag.com/gui/gui.html).
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Click the docs to use the AutoRAG GUI beta version! [AutoRAG GUI Docs](https://marker-inc-korea.github.io/AutoRAG/gui/gui.html).
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### GUI Installation
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We highly recommend using pre-made config YAML files for starter.
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- [Get Sample YAML](autorag/sample_config/rag)
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- [Sample YAML Guide](https://docs.auto-rag.com/optimization/sample_config.html)
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- [Make Custom YAML Guide](https://docs.auto-rag.com/optimization/custom_config.html)
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- [Sample YAML Guide](https://marker-inc-korea.github.io/AutoRAG/optimization/sample_config.html)
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- [Make Custom YAML Guide](https://marker-inc-korea.github.io/AutoRAG/optimization/custom_config.html)
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Here is an example of the config YAML file to use `retrieval`, `prompt_maker`, and `generator` nodes.
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you can check `summary.csv` file that summarizes the evaluation results and the best RAG pipeline for your data.
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For more details, you can check out how the folder structure looks like
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at [here](https://docs.auto-rag.com/optimization/folder_structure.html).
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at [here](https://marker-inc-korea.github.io/AutoRAG/optimization/folder_structure.html).
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### 3. Run Dashboard
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```
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The cli command uses extracted config YAML file. If you want to know it more, check
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out [here](https://docs.auto-rag.com/tutorial.html#extract-pipeline-and-evaluate-test-dataset).
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out [here](https://marker-inc-korea.github.io/AutoRAG/tutorial.html#extract-pipeline-and-evaluate-test-dataset).
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### 4-3. Run as a Web Interface
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So this project welcomes contributions and suggestions. Feel free to contribute to this project.
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Plus, check out our detailed documentation at [here](https://docs.auto-rag.com/index.html).
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Plus, check out our detailed documentation at [here](https://marker-inc-korea.github.io/AutoRAG/index.html).
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## Citation
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autorag/autorag/data/legacy/qacreation/base.py

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:param output_filepath: Optional filepath to save the parquet file.
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:param embedding_model: The embedding model to use for vectorization.
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You can add your own embedding model in the autorag.embedding_models.
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Please refer to how to add an embedding model in this doc: https://docs.auto-rag.com/local_model.html
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Please refer to how to add an embedding model in this doc: https://marker-inc-korea.github.io/AutoRAG/local_model.html
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The default is 'openai_embed_3_large'.
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:param collection: The chromadb collection to use for vector DB.
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You can make any chromadb collection and use it here.

autorag/autorag/deploy/api.py

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):
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"""
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Run the pipeline as an api server.
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Here is api endpoint documentation => https://docs.auto-rag.com/deploy/api_endpoint.html
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Here is api endpoint documentation => https://marker-inc-korea.github.io/AutoRAG/deploy/api_endpoint.html
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:param host: The host of the api server.
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:param port: The port of the api server.

docs/CNAME

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docs.auto-rag.com
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marker-inc-korea.github.io/AutoRAG/

docs/source/CNAME

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docs.auto-rag.com
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marker-inc-korea.github.io/AutoRAG/

docs/source/conf.py

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html_theme = "furo"
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html_static_path = ["_static"]
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html_baseurl = "https://docs.auto-rag.com/"
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html_baseurl = "https://marker-inc-korea.github.io/AutoRAG/"

docs/source/evaluate_metrics/retrieval.md

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be `[1, 0, 1, 0]`.
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For more information, please refer to the
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following [Dataset Format Docs](https://docs.auto-rag.com/data_creation/data_format.html).
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following [Dataset Format Docs](https://marker-inc-korea.github.io/AutoRAG/data_creation/data_format.html).
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In the Apply ‘✅Basic Examples’ below, we'll use the following sample gt and result.
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Hopefully you remember them well.

docs/source/index.rst

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If you are not familiar with command-line interface and YAML file configuration,
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you can use AutoRAG GUI to run AutoRAG experiments.
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Check out `AutoRAG GUI Docs <https://docs.auto-rag.com/gui/gui.html>`__ for more information.
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Check out `AutoRAG GUI Docs <https://marker-inc-korea.github.io/AutoRAG/gui/gui.html>`__ for more information.
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🏃‍♂️ Getting Started
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************************************
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``pip install AutoRAG``
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In our documentation, we will guide you through the process of `installation <https://docs.auto-rag.com/install.html>`__ and `tutorial <https://docs.auto-rag.com/tutorial.html>`__ for AutoRAG starter.
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After you find your first RAG pipeline with AutoRAG, you can learn how to read result files at `here <https://docs.auto-rag.com/structure.html>`__.
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In our documentation, we will guide you through the process of `installation <https://marker-inc-korea.github.io/AutoRAG/install.html>`__ and `tutorial <https://marker-inc-korea.github.io/AutoRAG/tutorial.html>`__ for AutoRAG starter.
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After you find your first RAG pipeline with AutoRAG, you can learn how to read result files at `here <https://marker-inc-korea.github.io/AutoRAG/structure.html>`__.
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And do you want to get the ultimate performance RAG pipeline?
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Learn how make great evaluation dataset with your own raw documents at `here <https://docs.auto-rag.com/data_creation/tutorial.html>`__.
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Learn how make great evaluation dataset with your own raw documents at `here <https://marker-inc-korea.github.io/AutoRAG/data_creation/tutorial.html>`__.
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Also, you can learn how to set various experiment configurations at `optimization <https://docs.auto-rag.com/optimization/optimization.html>`__ guide.
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Also, you can learn how to set various experiment configurations at `optimization <https://marker-inc-korea.github.io/AutoRAG/optimization/optimization.html>`__ guide.
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Of course, you can use your own local LLM or embedding model with AutoRAG. Go to `here <https://docs.auto-rag.com/local_model.html>`__ to learn how to use your own model with AutoRAG.
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Of course, you can use your own local LLM or embedding model with AutoRAG. Go to `here <https://marker-inc-korea.github.io/AutoRAG/local_model.html>`__ to learn how to use your own model with AutoRAG.
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If you face any trouble? Check out our `troubleshooting <https://docs.auto-rag.com/troubleshooting.html>`__ guide.
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If you face any trouble? Check out our `troubleshooting <https://marker-inc-korea.github.io/AutoRAG/troubleshooting.html>`__ guide.
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Also, feel free to ask your question at our `github issue <https://github.com/Marker-Inc-Korea/AutoRAG/issues>`__ or `Discord <https://discord.gg/P4DYXfmSAs>`__ channel.
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🗣️ Talk with Founders
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👨‍👩‍👧‍👦 Ecosystem
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************************************
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* Github Repo : https://github.com/Marker-Inc-Korea/AutoRAG
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* HomePage : https://auto-rag.com
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* PyPI : https://pypi.org/project/AutoRAG/
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* Discord : https://discord.gg/P4DYXfmSAs
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* Roadmap : https://github.com/orgs/Auto-RAG/projects/1/views/2
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* HuggingFace : https://huggingface.co/AutoRAG
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* LinkedIn : https://www.linkedin.com/company/autorag/

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