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Copy file name to clipboardExpand all lines: docs/hub/academia-hub.md
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# Academia Hub
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<Tip>
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Ask your university's IT or Procurement Team to <ahref="https://huggingface.co/contact/sales?from=academia"target="_blank">get in touch</a> from a university-affiliated email address to initiate the subscription process.
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</Tip>
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> [!TIP]
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> Ask your university's IT or Procurement Team to <ahref="https://huggingface.co/contact/sales?from=academia"target="_blank">get in touch</a> from a university-affiliated email address to initiate the subscription process.
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Academia Hub is a paid offering that provides the Hugging Face Hub’s PRO features to every student, researcher, or faculty member of an academic institution. Explore advanced tools, enhanced collaboration, and exclusive resources to accelerate your learning, research, and teaching. The Hugging Face team is able to work with your IT or procurement department to set the product up.
Copy file name to clipboardExpand all lines: docs/hub/agents.md
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Visit [huggingface.co/settings/mcp](https://huggingface.co/settings/mcp) to configure your MCP client and get started. Read the dedicated one‑page guide: [HF MCP Server](./hf-mcp-server).
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<Tipwarning={true}>
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This feature is experimental ⚗️ and will continue to evolve.
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</Tip>
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> [!WARNING]
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> This feature is experimental ⚗️ and will continue to evolve.
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## tiny-agents (JS and Python)
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Optionally, add a `PROMPT.md` to customize the system prompt.
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<Tip>
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Don't hesitate to contribute your agent to the community by opening a Pull Request in the [tiny-agents](https://huggingface.co/datasets/tiny-agents/tiny-agents) Hugging Face dataset.
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</Tip>
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> [!TIP]
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> Don't hesitate to contribute your agent to the community by opening a Pull Request in the [tiny-agents](https://huggingface.co/datasets/tiny-agents/tiny-agents) Hugging Face dataset.
Copy file name to clipboardExpand all lines: docs/hub/api.md
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The following endpoints help get information about models, datasets, and Spaces stored on the Hub.
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When making API calls to retrieve information about repositories, the <code>createdAt</code> attribute indicates the time when the respective repository was created. It's important to note that there is a unique value, <code>2022-03-02T23:29:04.000Z</code> assigned to all repositories that were created before we began storing creation dates.
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</Tip>
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> [!TIP]
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> When making API calls to retrieve information about repositories, the <code>createdAt</code> attribute indicates the time when the respective repository was created. It's important to note that there is a unique value, <code>2022-03-02T23:29:04.000Z</code> assigned to all repositories that were created before we began storing creation dates.
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### GET /api/models
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The response is paginated. To get all collections, you must follow the [`Link` header](https://docs.github.com/en/rest/guides/using-pagination-in-the-rest-api?apiVersion=2022-11-28#link-header).
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<Tipwarning={true}>
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When listing collections, the item list per collection is truncated to 4 items maximum. To retrieve all items from a collection, you need to make an additional call using its collection slug.
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</Tip>
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> [!WARNING]
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> When listing collections, the item list per collection is truncated to 4 items maximum. To retrieve all items from a collection, you need to make an additional call using its collection slug.
Copy file name to clipboardExpand all lines: docs/hub/audit-logs.md
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# Audit Logs
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This feature is part of the <ahref="https://huggingface.co/enterprise">Team & Enterprise</a> plans.
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</Tip>
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> [!WARNING]
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> This feature is part of the <ahref="https://huggingface.co/enterprise">Team & Enterprise</a> plans.
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Audit Logs enable organization admins to easily review actions taken by members, including organization membership, repository settings and billing changes.
Copy file name to clipboardExpand all lines: docs/hub/datasets-duckdb-combine-and-export.md
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```
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<Tip>
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You can also export to [CSV](https://duckdb.org/docs/guides/file_formats/csv_export), [Excel](https://duckdb.org/docs/guides/file_formats/excel_export
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) and [JSON](https://duckdb.org/docs/guides/file_formats/json_export
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) formats.
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</Tip>
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> [!TIP]
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> You can also export to [CSV](https://duckdb.org/docs/guides/file_formats/csv_export), [Excel](https://duckdb.org/docs/guides/file_formats/excel_export
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> ) and [JSON](https://duckdb.org/docs/guides/file_formats/json_export
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> ) formats.
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Finally, let's push the resulting dataset to the Hub. You can use the Hub UI, the `huggingface_hub` client library and more to upload your Parquet file, see more information [here](./datasets-adding).
Copy file name to clipboardExpand all lines: docs/hub/datasets-duckdb-sql.md
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- `regexp_replace`, if the string contains the regexp pattern, replaces the matching part with replacement.
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- `LENGTH`, gets the number of characters in the string.
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There are plenty of useful functions available in DuckDB's [SQL functions overview](https://duckdb.org/docs/sql/functions/overview). The best part is that you can use them directly on Hugging Face datasets.
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</Tip>
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> [!TIP]
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> There are plenty of useful functions available in DuckDB's [SQL functions overview](https://duckdb.org/docs/sql/functions/overview). The best part is that you can use them directly on Hugging Face datasets.
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The [DuckDB CLI](https://duckdb.org/docs/api/cli/overview.html) (Command Line Interface) is a single, dependency-free executable.
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There are also other APIs available for running DuckDB, including Python, C++, Go, Java, Rust, and more. For additional details, visit their [clients](https://duckdb.org/docs/api/overview.html) page.
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For installation details, visit the [installation page](https://duckdb.org/docs/installation).
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</Tip>
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> [!TIP]
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> For installation details, visit the [installation page](https://duckdb.org/docs/installation).
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Starting from version `v0.10.3`, the DuckDB CLI includes native support for accessing datasets on the Hugging Face Hub via URLs with the `hf://` scheme. Here are some features you can leverage with this powerful tool:
-**path_to_parquet_file**, the parquet file path which supports glob patterns, e.g `**/*.parquet`, to query all parquet files
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You can query auto-converted Parquet files using the @~parquet branch, which corresponds to the `refs/convert/parquet` revision. For more details, refer to the documentation at https://huggingface.co/docs/datasets-server/en/parquet#conversion-to-parquet.
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To reference the `refs/convert/parquet` revision of a dataset, use the following syntax:
> You can query auto-converted Parquet files using the @~parquet branch, which corresponds to the `refs/convert/parquet` revision. For more details, refer to the documentation at https://huggingface.co/docs/datasets-server/en/parquet#conversion-to-parquet.
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> To reference the `refs/convert/parquet` revision of a dataset, use the following syntax:
Copy file name to clipboardExpand all lines: docs/hub/datasets-gated.md
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Once the access request is sent, there are two possibilities. If the approval mechanism is automatic, you immediately get access to the dataset files. Otherwise, the requests have to be approved manually by the authors, which can take more time.
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The dataset authors have complete control over dataset access. In particular, they can decide at any time to block your access to the dataset without prior notice, regardless of approval mechanism or if your request has already been approved.
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> [!WARNING]
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> The dataset authors have complete control over dataset access. In particular, they can decide at any time to block your access to the dataset without prior notice, regardless of approval mechanism or if your request has already been approved.
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