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.

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Setup

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

• 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	Open in Colab
Basics	Basics
Datasets	Input Upload
	Dataset Upload
	Dataset Export
Workflows	Create Workflow
	Export Workflow
Model Predict	Model Predict
Model Training	Image Classification Training
	Text Classification Training
	Image Detection Training
	Image Segmentation Training
	Transfer Learn Training
Model Evaluation	Embedding Classifier
	Text Classifier
	Visual Classifier
	Visual Detector
Search	Vector Search
RAG	RAG

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

Model upload examples

How to start

Please refer to this doc

Examples

Model type	Example
multimodal-embedder	CLIP
text-classifier	xlm-roberta
text-embedder	instructor-xl
text-to-image	sd-v1.5
text-to-text	bart-summarize, vllm model
visual_classsifier	age_vit
visual_detector	yolof, faster-rcnn_torchserve
visual_embedder	vit-base
visual_segmenter	segformer-b2

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.