Awesome

<img src="https://user-images.githubusercontent.com/25985824/106288517-2422e000-6216-11eb-871d-26ad2e7b1e59.png" height="55px">   <img src="https://user-images.githubusercontent.com/25985824/106288518-24bb7680-6216-11eb-8f10-60052c519586.png" height="50px">

Examples

This repository contains examples of using FiftyOne to accomplish various common tasks.

<a href="https://voxel51.com/fiftyone">Website</a> • <a href="https://voxel51.com/docs/fiftyone">Docs</a> • <a href="https://colab.research.google.com/github/voxel51/fiftyone-examples/blob/master/examples/quickstart.ipynb">Try it Now</a> • <a href="https://voxel51.com/docs/fiftyone/tutorials/index.html">Tutorials</a> • <a href="https://voxel51.com/blog/">Blog</a> • <a href="https://slack.voxel51.com">Community</a>

👋 hey there!

We created an open-source tool that supercharges your computer vision and machine learning workflows by enabling you to visualize datasets, analyze models, and improve data quality more efficiently than ever before. Embark with us in this adventure 🤝. FiftyOne.

<img src="https://user-images.githubusercontent.com/25985824/106288517-2422e000-6216-11eb-871d-26ad2e7b1e59.png" height="20px"> prerequisites for beginners 🧸

Fiftyone requires Python (3.9 - 3.11), Git and other dependencies. To get started, select the guide for your operating system or environment, if you are an experienced developer you can avoid this section. If you are looking for scaling solution to be installed in Cloud Enterprise Systems, please take a look of Fiftyone Teams here

1. Install Python and Git

1.1 Install Python

Note: ⚠️ The version of Python that is available in the Microsoft Store is not recommended.

Download a Python installer from python.org. Choose Python 3.9, 3.10, or 3.11 and make sure to pick a 64-bit version. For example, this Python 3.10.11 installer. Double-click on the installer to run it, and follow the steps in the installer.

• Check the box to add Python to your PATH, and to install py.
• At the end of the installer, there is an option to disable the PATH length limit. It is recommended to click this.

1.2 Install Git

Download Git from this link. Double-click on the installer to run it, and follow the steps in the installer.

2. Install Microsoft Visual C++ Redistributable and FFMPEG (Optional)

Download Microsoft Visual C++ Redistributable. Double-click on the installer to run it, and follow the steps in the installer.

Install FFMPEG

Download FFMPEG binary from here. Set FFMPEG's path (e.g., C:\ffmpeg\bin) to the PATH environmental variable on Windows.

3. Create a Virtual Environment

• Press Win + R. type cmd, and press Enter. Alternatively, search Command Prompt in the Start Menu.
• Navigate to your project. cd C:\path\to\your\project
• Create the environment python -m venv fiftyone_env
• Activate the environment typing this in the command line window fiftyone_env\Scripts\activate
• After activation, your command prompt should change and show the name of the virtual environment (fiftyon_env) C:\path\to\your\project
• Now you are ready to install Fiftyone and all the requirements/packages/dependencies. Go to Installation section in this Readme file.
• Once you want to deactivate your environment, just type deactivate

1. Install Python and Git

You may need to install some additional libraries on Ubuntu Linux. These steps work on a clean install of Ubuntu Desktop 20.04, and should also work on Ubuntu 22.04 and 20.10, and on Ubuntu Server.

sudo apt-get update
sudo apt-get upgrade
sudo apt-get install python3-venv build-essential python3-dev git-all libgl1-mesa-dev ffmpeg

• On Linux, you will need at least the openssl and libcurl packages.

• On Debian-based distributions, you will need to install libcurl4 orlibcurl3 instead of libcurl, depending on the age of your distribution.

  For example:

# Ubuntu
sudo apt install libcurl4 openssl

# Fedora
sudo dnf install libcurl openssl

2. Create and activate the Virtual Environment

python3 -m venv fiftyone_env
source fiftyone_env/bin/activate

Now you are ready to install Fiftyone and all the requirements/packages/dependencies. Go to Installation section in this Readme file.

1. Install Xcode Command Line Tools

xcode-select --install

2. Install Homebrew

/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"

After you install it, follow the instructions from the Homebrew installation to set it up.

3. Install Python and dependencies

brew install python@3.9
brew install protobuf

#optional but recommendeded
brew install ffmpeg

4. Create and activate the Virtual Environment

python3 -m venv fiftyone_env
source fiftyone_env/bin/activate

Now you are ready to install Fiftyone and all the requirements/packages/dependencies. Go to Installation section in this Readme file.

Refer to these instructions to see how to build and run Docker images containing source or release builds of FiftyOne.

Important Notes: Remember, you will need...

• Python (3.9 - 3.11)
• Node.js - on Linux, we recommend using nvm to install an up-to-date version.
• Yarn - once Node.js is installed, you can enable Yarn via corepack enable

<img src="https://user-images.githubusercontent.com/25985824/106288517-2422e000-6216-11eb-871d-26ad2e7b1e59.png" height="20px"> Usage 🔥

Each example in this repository is provided as a Jupyter Notebook. The table of contents below provides handy links for each example:

<img src="https://user-images.githubusercontent.com/25985824/104791629-6e618700-5769-11eb-857f-d176b37d2496.png" height="22" width="22">  Click this link to run the notebook in Google Colab (no setup required!)

<img src="https://user-images.githubusercontent.com/25985824/104791634-6efa1d80-5769-11eb-8a4c-71d6cb53ccf0.png" height="22" width="22">  Click this link to view the notebook in Jupyter nbviewer

<img src="https://user-images.githubusercontent.com/25985824/104792428-60f9cc00-576c-11eb-95a4-5709d803023a.png" height="22" width="22">  Click this link to download the notebook

Running examples locally

You can always clone this repository:

git clone https://github.com/voxel51/fiftyone-examples

and run any example locally. Make sure you have Jupyter installed and then run:

jupyter notebook examples/an_awesome_example.ipynb

List of Examples

<img src="https://user-images.githubusercontent.com/25985824/106288517-2422e000-6216-11eb-871d-26ad2e7b1e59.png" height="20px"> contributing to FiftyOne Examples 🧡

This repository is open source and community contributions are welcome!

Check out the contribution guide to learn how to get involved.

🤝 Join Our Community 🤝

Connect with us through your preferred channels:

Share your workflow improvements on social media and tag us @Voxel51 and #FiftyOne!.

🎊 You will be on our rewarded list. 🎊

<img src="https://user-images.githubusercontent.com/25985824/106288517-2422e000-6216-11eb-871d-26ad2e7b1e59.png" height="20px"> contributors 🤓

Special thanks to these amazing people for contributing to FiftyOne Examples! 🙌

<img src="https://user-images.githubusercontent.com/25985824/106288517-2422e000-6216-11eb-871d-26ad2e7b1e59.png" height="20px"> citation 📖

If you use a specific contributed example in this repository, feel free to cite the project (but only if you love it 😊):

@article{moore2020fiftyone,
  title={FiftyOne},
  author={Moore, B. E. and Corso, J. J.},
  journal={GitHub. Note: https://github.com/voxel51/fiftyone},
  year={2020}
}