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Version: 2026.1

AI Integrations Powered By Hugging Face

The following actions are included in the bundle and can be adapted to your specific needs.

info

There are two options for inference of hugging face models:

  • Hugging Face Inference Providers: This is a shared server-less service that allows inference of selected models via API endpoints. Endpoint URLs follow the pattern https://router.huggingface.co/hf-inference/models/<MODEL_OGANIZATION>/<MODEL_NAME>.
  • Hugging Face Inference Endpoints: This is a paid service that allows you to deploy models to a dedicated GPU and use them via an API endpoint. Endpoint URLs are provided once you start your own inference endpoint.

For more information and pricing see hugging face documentation.

Pimcore Copilot supports both options, but you need to configure the API endpoint accordingly in the action (step) configuration. To use the Hugging Face API Actions, set the environment variable HUGGING_FACE_AUTH_TOKEN.

In addition to that, Pimcore provides a demo hugging-face space for testing purposes for certain inference tasks. This is for testing purposes only and not intended for production use.

Automation Action Steps​

  • Hugging Face Text to Image: Generates images using AI models, based on specified fields within a Data Object.

  • Hugging Face Image To Text: This action can be executed on an asset level and lets you automatically send selected assets to a configurable Hugging Face endpoint to extract text from the images.

  • Hugging Zero Shot Image Classification: This action can be executed on an image level lets you automatically send selected images to a configurable Hugging Face endpoint to classify the images according to the configured Tags in pimcore.

  • Hugging Face Text Generation: This action can be executed on Assets and Data Objects to generate text content based on text fields or metadata.

  • Hugging Face Automated Translation: This Action enables the translation of text within Assets and Data Objects, either as a standalone process or as part of an automation pipeline (e.g., after generating text).

  • Hugging Zero Shot Text Classification: This action can be executed on data object level and lets you automatically send predefined template to a configurable Hugging Face endpoint to classify the data object. There are different variants to configure the classification.

  • Hugging Face Translation Prompt: This Action allows for immediate, direct text translations across all configured language pairs without the need for asynchronous processes.

Interaction actions​