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Upload folder using huggingface_hub

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@@ -11,16 +11,18 @@ tags:
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  - annif
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  ---
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  # FintoAI-data-KAUNO
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- This repository is for the Annif projects using the
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- [KAUNO vocabulary](https://finto.fi/kauno)
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- at the [Finto AI service](https://ai.finto.fi/).
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  The current models were published there 2023-12-04.
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  The models have been trained on Python 3.8.10 with [Annif](https://annif.org) version 1.0.0.
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  See [projects.toml](projects.toml) for the configurations of the models.
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- This repository is mirrored from GitHub to the 🤗 Hugging Face Hub;
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  the GitHub repository does not contain the model files, but only the configurations for the projects and the DVC pipeline, see below.
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  ## Models
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  The downloadable directories for projects and vocabularies are stored in the
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  [`/data`](https://huggingface.co/juhoinkinen/FintoAI-data-KAUNO/tree/main/data)
@@ -29,7 +31,7 @@ directory of this repository in the 🤗 Hugging Face Hub.
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  ## DVC pipeline
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  The projects are trained and evaluated using a [DVC (Data Version Control) pipeline](https://dvc.org/doc/start/data-management/data-pipelines) defined in [dvc.yaml](./dvc.yaml).
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- The pipeline takes care of
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  1. installing Annif in a venv,
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  2. loading the vocabulary,
@@ -39,5 +41,5 @@ The pipeline takes care of
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  When the necessary vocabulary and training corpora are in place the pipeline can be run using the command
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  dvc repro
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-
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  For more information about using DVC with Annif projects see the [DVC exercise of Annif tutorial](https://github.com/NatLibFi/Annif-tutorial/blob/master/exercises/OPT_dvc.md).
 
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  - annif
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  ---
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  # FintoAI-data-KAUNO
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+ This repository is for the Annif projects with the
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+ [KAUNO vocabulary](https://finto.fi/kauno)
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+ used at the [Finto AI service](https://ai.finto.fi/).
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  The current models were published there 2023-12-04.
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  The models have been trained on Python 3.8.10 with [Annif](https://annif.org) version 1.0.0.
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  See [projects.toml](projects.toml) for the configurations of the models.
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+ This repository is mirrored from GitHub to the 🤗 Hugging Face Hub;
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  the GitHub repository does not contain the model files, but only the configurations for the projects and the DVC pipeline, see below.
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+ The training corpora that are public can be found from the [Annif-corpora repository](https://github.com/NatLibFi/Annif-corpora/).
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+
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  ## Models
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  The downloadable directories for projects and vocabularies are stored in the
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  [`/data`](https://huggingface.co/juhoinkinen/FintoAI-data-KAUNO/tree/main/data)
 
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  ## DVC pipeline
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  The projects are trained and evaluated using a [DVC (Data Version Control) pipeline](https://dvc.org/doc/start/data-management/data-pipelines) defined in [dvc.yaml](./dvc.yaml).
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+ The pipeline takes care of
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  1. installing Annif in a venv,
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  2. loading the vocabulary,
 
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  When the necessary vocabulary and training corpora are in place the pipeline can be run using the command
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  dvc repro
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+
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  For more information about using DVC with Annif projects see the [DVC exercise of Annif tutorial](https://github.com/NatLibFi/Annif-tutorial/blob/master/exercises/OPT_dvc.md).