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Update datasets-spark.md (#1762)
Correcting the dataset name in the write() statement to be consistent with the documentation and the name in the image.
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docs/hub/datasets-spark.md

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@@ -240,7 +240,7 @@ First you need to [create a dataset repository](https://huggingface.co/new-datas
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Then, make sure you are authenticated and you can use the "huggingface" Data Source, set the `mode` to "overwrite" (or "append" if you want to extend an existing dataset), and push to Hugging Face with `.save()`:
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```python
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>>> df_chinese_only.write.format("huggingface").mode("overwrite").save("username/Infinity-Instruct-Chinese-Only2")
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>>> df_chinese_only.write.format("huggingface").mode("overwrite").save("username/Infinity-Instruct-Chinese-Only")
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```
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<div class="flex justify-center">

docs/hub/enterprise-sso.md

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Single sign-on (SSO) allows organizations to securely manage user authentication through their own identity provider (IdP). Both SAML 2.0 and OpenID Connect (OIDC) protocols are supported.
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Please note that SSO on Hugging Face is designed for managing access to organization-specific resources (like private models, datasets, and Spaces) and does not replace the core authentication for the Hugging Face platform itself.
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<div class="flex justify-center" style="max-width: 550px">
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<img
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class="block dark:hidden m-0!"
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- Maintain security while allowing external collaborators when needed
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- Control session timeouts and role mappings
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<Tip>
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User provisioning (e.g., via SCIM) is supported as part of the Enterprise Plus plan. Please contact your Hugging Face account team or [reach out to sales](https://huggingface.co/contact/sales?from=docs-hub-enterprise-sso) for more information.
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</Tip>
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This Enterprise Hub feature helps organizations maintain consistent security policies while giving their teams seamless access to Hugging Face resources.
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[Getting started with SSO →](./security-sso)

docs/hub/security-sso-azure-saml.md

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In this guide, we will use Azure as the SSO provider and with the Security Assertion Markup Language (SAML) protocol as our preferred identity protocol.
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We currently support SP-initiated and IdP-initiated authentication. User provisioning is not yet supported at this time.
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We currently support SP-initiated and IdP-initiated authentication.
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<Tip warning={true}>
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This feature is part of the <a href="https://huggingface.co/enterprise">Enterprise Hub</a>.

docs/hub/security-sso-okta-saml.md

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In this guide, we will use Okta as the SSO provider and with the Security Assertion Markup Language (SAML) protocol as our preferred identity protocol.
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We currently support SP-initiated and IdP-initiated authentication. User provisioning is not yet supported at this time.
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We currently support SP-initiated and IdP-initiated authentication.
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<Tip warning={true}>
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This feature is part of the <a href="https://huggingface.co/enterprise">Enterprise Hub</a>.

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