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docs/hub/academia-hub.md

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#### Private storage
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Academia Hub includes 1TB of [private repository storage](./storage-limits) per seat in the subscription, i.e. if your institution has 400 students and faculty, your students and faculty have 400TB included storage accross their private models and datasets.
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Academia Hub includes 1TB of [private repository storage](./storage-limits) per seat in the subscription, i.e. if your institution has 400 students and faculty, your students and faculty have 400TB included storage across their private models and datasets.

docs/hub/datasets-image.md

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1.jpg,a drawing of a green pokemon with red eyes
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2.jpg,a green and yellow toy with a red nose
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3.jpg,a red and white ball with an angry look on its face
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4.jpg,a cartoon ball with a smile on it's face
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4.jpg,a cartoon ball with a smile on its face
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```
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You can also use a [JSONL](https://jsonlines.org/) file `metadata.jsonl`:
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{"file_name": "1.jpg","text": "a drawing of a green pokemon with red eyes"}
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{"file_name": "2.jpg","text": "a green and yellow toy with a red nose"}
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{"file_name": "3.jpg","text": "a red and white ball with an angry look on its face"}
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{"file_name": "4.jpg","text": "a cartoon ball with a smile on it's face"}
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{"file_name": "4.jpg","text": "a cartoon ball with a smile on its face"}
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```
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And for bigger datasets or if you are interested in advanced data retrieval features, you can use a [Parquet](https://parquet.apache.org/) file `metadata.parquet`.

docs/hub/models-inference.md

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HF-Inference API is one of the many providers available on the Hugging Face Hub.
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It is deployed by Hugging Face ourselves, using text-generation-inference for LLMs for instance. This service used to be called “Inference API (serverless)” prior to Inference Providers.
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For more details about the HF-Inference API, check out it's [dedicated page](https://huggingface.co/docs/inference-providers/providers/hf-inference).
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For more details about the HF-Inference API, check out its [dedicated page](https://huggingface.co/docs/inference-providers/providers/hf-inference).
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## What technology do you use to power the HF-Inference API?
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docs/hub/models-widgets.md

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temperature: 0.7
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```
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Inference Providers allows you to send HTTP requests to models in the Hugging Face Hub programatically. It is an abstraction layer on top of External providers. ⚡⚡ Learn more about it by reading the [
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Inference Providers allows you to send HTTP requests to models in the Hugging Face Hub programmatically. It is an abstraction layer on top of External providers. ⚡⚡ Learn more about it by reading the [
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Inference Providers documentation](/docs/inference-providers).
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Finally, you can also deploy all those models to dedicated [Inference Endpoints](https://huggingface.co/docs/inference-endpoints).

docs/hub/security-gpg.md

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Then configure your profile to mark these commits as **verified** on the Hub,
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so other people can be confident that they come from a trusted source.
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For a more in-depth explanation of how git and GPG interact, please visit the the [git documentation on the subject](https://git-scm.com/book/en/v2/Git-Tools-Signing-Your-Work)
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For a more in-depth explanation of how git and GPG interact, please visit the [git documentation on the subject](https://git-scm.com/book/en/v2/Git-Tools-Signing-Your-Work)
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Commits can have the following signing statuses:
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docs/hub/spaces-sdks-docker-shiny.md

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_Dockerfile_
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The Dockerfile builds off of the the [rocker shiny](https://hub.docker.com/r/rocker/shiny) image. You'll need to modify this file to use additional packages.
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The Dockerfile builds off of the [rocker shiny](https://hub.docker.com/r/rocker/shiny) image. You'll need to modify this file to use additional packages.
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If you are using a lot of tidyverse packages we recommend switching the base image to [rocker/shinyverse](https://hub.docker.com/r/rocker/shiny-verse).
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You can install additional R packages by adding them under the `RUN install2.r` section of the dockerfile, and github packages can be installed by adding the repository under `RUN installGithub.r`.
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docs/hub/spaces-sdks-streamlit.md

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For in-depth information about Streamlit, refer to the [Streamlit documentation](https://docs.streamlit.io/).
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<Tip warning={true}>
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Only port 8501 is allowed for Streamlit Spaces (default port). As a result if you provide a `config.toml` file for your Space make sure the default port is not overriden.
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Only port 8501 is allowed for Streamlit Spaces (default port). As a result if you provide a `config.toml` file for your Space make sure the default port is not overridden.
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</Tip>
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## Your First Streamlit Space: Hot Dog Classifier

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