README.md

🚀 Ultralytics HUB-SDK

Welcome to the Ultralytics HUB-SDK documentation! 📖 Our aim is to guide you through the installation process and help you get started with using HUB-SDK for your machine learning endeavors.

🛠 Quickstart: Installing HUB-SDK

Ready to dive into HUB-SDK? Follow these steps to set it up on your machine.

Prerequisites

Ensure you have the following requirements met before proceeding:

• Python: HUB-SDK requires Python. Download and install Python from python.org if it's not already installed on your system.

• Git (Optional): If you're looking to install HUB-SDK via the GitHub repository, you'll need Git. Grab Git from git-scm.com if you don't have it.

Installation Methods

Choose from the following options to install HUB-SDK:

Installing from PyPI

For the latest stable release of HUB-SDK, use PyPI by running the following command:

pip install hub-sdk

🚀 Usage

Let's begin using the HUB-SDK to perform CRUD operations for Models, Datasets, and Projects.

1. Import HUB-SDK

Start by importing the HUBClient from the hub_sdk module with from hub_sdk import HUBClient.

2. Authenticate with Credentials

Set your credentials using one of the following methods:

Using API Key

# Authenticate using an API key
credentials = {"api_key": "YOUR_API_KEY"}

or

Using Email and Password

# Authenticate using your email and password
credentials = {"email": "YOUR_EMAIL", "password": "YOUR_PASSWORD"}

3. Initialize the HUBClient

With your credentials ready, initialize the HUBClient:

from hub_sdk import HUBClient

# Initialize the client with your credentials
client = HUBClient(credentials)

Operations

Below are code snippets demonstrating create, read, update, and delete (CRUD) operations for Projects, Models, and Datasets.

Project Operations

Managing projects is simple:

# Manipulate a project with the given ID
project = client.project("PROJECT_ID")

# Create a new project with the specified data
create_project = project.create_project("PROJECT_DATA")

# Update the existing project with new data
update_project = project.update("UPDATE_DATA")

# Delete the project
deleted_project = project.delete()

Model Operations

Handle models effortlessly:

# Engage with a model using the given ID
model = client.model("MODEL_ID")

# Create a new model providing the necessary data
create_model = model.create_project("MODEL_DATA")

# Update the model using provided data
update_model = model.update("UPDATE_DATA")

# Remove the model from the system
deleted_model = model.delete()

Dataset Operations

Datasets operations are straightforward:

# Interact with a dataset using the specified ID
dataset = client.dataset("DATASET_ID")

# Establish a new dataset given the data
create_dataset = dataset.create_project("DATASET_DATA")

# Adjust the dataset with updated information
update_dataset = dataset.update("UPDATE_DATA")

# Erase the dataset
deleted_dataset = dataset.delete()

🚀 Ultralytics HUB

Experience seamless AI with Ultralytics HUB ⭐, the all-in-one platform for data visualization, model training, and deployment using YOLO11 🚀. Effortlessly transform images into actionable insights without writing any code. Bring your AI visions to life with our user-friendly Ultralytics App and cutting-edge tools. Start your journey for Free today!

💡 Contribute

We're thrilled to have you contribute to Ultralytics' open-source projects! Your support and contributions make a world of difference. Get involved by checking out our Contributing Guide, and share your feedback through our Survey. A massive thank you 🙏 to everyone who contributes!

📄 License

Ultralytics provides two types of licensing options:

• AGPL-3.0 License: An OSI-approved open-source license. Ideal for academics, researchers, and enthusiasts, this license promotes sharing knowledge and collaboration. See the LICENSE file for details.

• Enterprise License: Tailored for commercial applications, this license allows for the integration of Ultralytics software into proprietary products and services. If you're considering using our solutions commercially, please get in touch through Ultralytics Licensing.

🤝 Contact

• Submit Ultralytics bug reports and feature requests via GitHub Issues.
• Join our Discord for assistance, questions, and discussions with the community and team!