Скачать или смотреть How to create and use huggingface access token key

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okay, let's dive deep into creating, managing, and using hugging face access tokens. this tutorial will cover everything you need to know, from the basics to more advanced scenarios.

*what is a hugging face access token?*

a hugging face access token is like a password or a key that grants you access to certain features and resources on the hugging face hub (huggingface.co). these features include:

*private models & datasets:* access models and datasets that are not publicly available and are restricted to specific users or organizations.
*authenticated api calls:* authenticate your requests when interacting with the hugging face inference api, which allows you to deploy and use machine learning models at scale.
*write access (uploading/pushing):* gain the ability to upload your own models, datasets, and spaces to the hub. this is essential if you want to contribute to the hugging face community or manage your own private projects.
*rate limiting:* certain operations may be subject to rate limits, and using an access token can sometimes provide higher rate limits compared to unauthenticated requests.
*hf spaces secrets:* access to manage and use secrets within your hugging face spaces applications.

*why use access tokens?*

*security:* protect your models and datasets from unauthorized access.
*collaboration:* share access to your resources with specific collaborators.
*tracking & usage:* monitor the usage of your resources and identify potential issues.
*compliance:* meet regulatory requirements by controlling access to sensitive data.

*types of access tokens:*

hugging face offers different types of access tokens, each with varying levels of permissions:

*read:* allows you to download models and datasets. this is typically the least restrictive type of token.
*write:* allows you to download models and datasets and upload new or modified models and datasets. use this token when ...

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