Clarifai Python SDK and Integrations Examples

This is a collection of examples for the clarifai-python SDK and Integrations done with Clarifai SDK. Use these examples to learn Clarifai and build your own robust and scalable AI applications.

Experience the power of Clarifai in building Computer Vision , Natual Language processsing , Generative AI applications.

Website | Schedule Demo | Signup for a Free Account | API Docs | Clarifai Community | Python SDK Docs | Examples | Colab Notebooks | Discord

Setup

• Sign up for a free account at clarifai and set your PAT key.

• You can generate PAT key in the Personal settings -> Security section

• Install the Clarifai python sdk.

• Export your PAT as an environment variable.

  export CLARIFAI_PAT={your personal access token}

• Explore and run the examples in this repo.

Usage

The examples are organized into several folders based on their category. A quick example below,

from clarifai.client.dataset import Dataset
dataset = Dataset(user_id="user_id", app_id="app_id", dataset_id="dataset_id")
dataset.upload_dataset(task="text_clf", split="train", module_dir="path_to_imdb_reviews_module")

SDK Notebooks

Function	Notebook	Description	Open in Colab
Basics	Basics	Basic Functionalities (create, list, patch, delete) of SDK App, Dataset, Input & Model Classes
Compute Orchestration	CRUD Operations	Basic Functionalities (create, list, get, delete) of Compute Orchestration Classes - ComputeCluster, Nodepool, Deployment
Concepts	Concept Management	Basic Functionalities (add, search, delete) of Concept Relations
Datasets	Basics	Basic Functionalities of Dataset & Input Class in SDK
	Input Upload	Upload Functionalities of SDK with different kinds of data (image, text, audio, video ) and annotations (classes, bbox, etc) using Input Class
	Dataset Upload	Upload Functionalities of SDK with different of dataset annotation formats (Clarifai, Cifar10, VOC, etc.) using Dataset Class
	Dataset Export	Export Functionalities of SDK to different of dataset annotation formats (Clarifai, Cifar10, VOC, etc.) using Dataset Class
Workflows	Create Workflow	Different kinds of Workflow Creation examples using SDK
	Patch Workflow	Modifying a workflow with patch operations using SDK Workflow Class
	Export Workflow	Exporting Workflow config and create a modified workflow using SDK Workflow Class
Model Predict	Model Predict	Prediction Functionalities of SDK Model Class for different type of input data
Model Training	Image Classification Training	Model Train demo for Visual-Classifier model type with MMClassification_EfficientNet Template
	Text Classification Training	Model Train demo for Text-Classifier model type with HF_GPTNeo_125m_lora template
	Image Detection Training	Model Train demo for Visual-Detector model type with MMDetection template
	Image Segmentation Training	Model Train demo for Visual-Segmenter model type with MMDetection template
	Transfer Learn Training	Model Train demo for Embedded-Classifier model type using Transfer-Learning
Model Evaluation	Embedding Classifier	Model Eval demo for Embedded-Classifier model type using SDK
	Text Classifier	Model Eval demo for Text-Classifier model type using SDK
	Visual Classifier	Model Eval demo for Visual-Classifier model type using SDK
	Visual Detector	Model Eval demo for Visual-Detector model type using SDK
Search	Vector Search	Introductory guide to setting up a Cross-Modal Search system using SDK
RAG	RAG	RAG setup and chat with the RAG interface.

Integrations Notebooks

Integration	Function	Notebook	Open in Colab
Langchain	Chains	Prompt Templates and Chains
		Retrieval QA Chain
		Router Chain
		PostgreSQL LLM
	Agents	Conversational Agent
		ReAct Docstore Agent
Unstructured.io		Github Data Ingestion
		S3 Data Ingestion
		DropBox Data Ingestion

Data Utils Notebooks

Data Util	Function	Notebook	Open in Colab
Image	Image Annotation	annotation loader
Multimodal	Data Ingestion	Ready to Use Pipelines
	Data Ingestion	Multimodal Ingestion

Model upload examples

There is an exciting new model upload experience now in private preview. We'd love for you to try it out and give us feedback! If you're interested, please sign up for private preview here.

Note

Although these scripts are run on your local machine, they'll communicate with Clarifai and run in our cloud on demand.

Examples provide a guided tour through Clarifai's concepts and capabilities. contains uncategorized, miscellaneous examples.