pupyl 0.11.3

🧿 Pupyl is a really fast image search library which you can index your own (millions of) images and find similar images in millisecond.

pupyl - A Python Image Search Library

🧿 pupyl what?

The pupyl project (pronounced pyoo·piel) is a pythonic library to perform image search tasks. It's intended to made easy reading, indexing, retrieving and maintaining a complete reverse image search engine. You can use it in your own data pipelines, web projects and wherever you find fit!

🎉 Getting started

📦 Installation

Installing pupyl on your environment is pretty easy:

# pypi
pip install pupyl

or

# anaconda
conda install -c policratus pupyl

For installation troubleshooting, visit troubleshooting.

🚸 Usage

You can call pupyl's objects directly from your application code. For this example, a sample database will be indexed and after that, the following image will be used as a query image (credits: @dlanor_s):

from pupyl.search import PupylImageSearch
from pupyl.web import interface

SEARCH = PupylImageSearch()

SEARCH.index(
    'https://github.com/policratus/pupyl'
    '/raw/master/samples/images.tar.xz'
)

QUERY_IMAGE = 'https://images.unsplash.com/photo-1520763185298-1b434c919102'

[*SEARCH.search(QUERY_IMAGE)]

# Here's the simplest result
> [427, 473, 129, 346]

# The results with image metadata
[*SEARCH.search(QUERY_IMAGE, return_metadata=True)]

> [
    {
        'original_file_name': '941444733_6de664bbbf.jpg',
        'original_path': '/tmp/tmp_i42jozv',
        'original_file_size': '80K',
        'original_access_time': '2021-07-06T20:31:07',
        'id': 427
    },
    {
        'original_file_name': '2673396259_f151fbe7c1.jpg',
        'original_path': '/tmp/tmp_i42jozv',
        'original_file_size': '66K',
        'original_access_time': '2021-07-06T20:31:07',
        'id': 473
    },
    ...
  ]

# Opening the web interface
interface.serve()

A glimpse of the web interface, visualizing the results shown above:

Disclaimer: the example above creates pupyl assets on your temporary directory. To define a non-volatile database, you should define data_dir parameter.

Alternatively, you can interact with pupyl via command line. The same example above in CLI terms:

🐚 Command line interface

# Indexing images
pupyl --data_dir /path/to/your/data/dir index /path/to/images/

# Opening web interface
pupyl --data_dir /path/to/your/data/dir serve

💡 Type pupyl --help to discover all the CLI's capabilities.

📌 Dependencies

See all dependencies here: dependencies.

📝 Documentation

See a getting start guide and the API reference on https://pupyl.readthedocs.io/.

🖊️ Citation

If you use pupyl on your publications or projects, please cite:

@misc{pupyl,
    author = {Nelson Forte de Souza Junior},
    title = {pupyl},
    howpublished = {\url{https://github.com/policratus/pupyl}},
    year = {2021}
}