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Monday, April 22, 2024

Developer Preview: Clarifai Python SDK


We’re excited to announce our new Python SDK https://github.com/Clarifai/clarifai-python for Clarifai, launching in developer preview.

When you can work together with Clarifai with our highly effective gRPC API, we additionally acknowledge that Python is the commonest programming language utilized by builders, information scientists, and the machine studying neighborhood at giant, and like to make use of in an object-oriented method. We purpose to offer the performance of the platform, accessible with one or fewer traces of code.

With the brand new Python SDK, now you can:

  • Simplify your information import. Import datasets together with annotations.
  • Work together with the API in an object-oriented method
  • Create apps, inputs, and datasets, and devour mannequin predictions.
  • Devour fashions and workflows from the Clarifai neighborhood with ease.

We’d love so that you can take part within the open beta and supply suggestions. Enroll and setup your PAT token, you may entry the Python SDK instantly in the present day by way of pip.

pip set up -U clarifai

You too can be taught extra concerning the Python SDK and API Reference our docs.

Signup and get your PAT Token

The SDK makes use of PAT token for authentication.  To create a brand new PAT, log in to the portal, navigate to the higher right-hand part of the navigation bar, and click on your person’s profile icon.

Choose the Safety settings choice on the drop-down checklist.

 

On the following Safety web page, click on the Create Private Entry Token button.

On the command line in your laptop, export your PAT as an setting variable

export CLARIFAI_PAT={your private entry token}

Constructing an AI App with Clarifai-python SDK

Initializing the shopper

Get Began by importing your information

Creating an app in Clarifai

Dataset Add

For extra examples, see https://github.com/Clarifai/examples/tree/foremost/datasets/add

Customizing Mannequin Inference Output

Exploring Neighborhood Fashions

Discover and select state-of-art Imaginative and prescient, Language, and Generative AI fashions right here.

Copy the URL of the chosen mannequin as above and begin predicting from the fashions inside the Clarifai Neighborhood.

Mannequin Predict

Moreover, you may checklist the fashions from the neighborhood with the under snippet:

Customers of clarifai-python-utils, take discover that the repository is deprecated, and clarifai-python-grpc will nonetheless be obtainable with granular API entry. For extra info on gRPC / HTTP shoppers, consult with the docs right here.

What’s Subsequent

Attempt it out contained in the Clarifai platform!

If you have not already signed up for Clarifai, you are lacking out on a number of cool AI options.

Extra options are in progress, and we’re engaged on including Workflow creation with YAML, MLOps processes, and extra thrilling utilities. If you wish to see any characteristic inside the SDK, please attain out to us on Clarifai Discord!



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