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idsprites's Introduction

♾ Infinite dSprites

Easily generate simple continual learning benchmarks. Inspired by dSprites.

A grid of 2D shapes undergoing rotation, translation, and scaling.

Install

Install the package from PyPI:

python -m pip install idsprites

Verify the installation:

python -c "import idsprites"

Usage

See the examples directory for notebooks demonstrating how to use the package.

Contribute

Clone the repo:

git clone [email protected]:sbdzdz/idsprites.git
cd idsprites

It's a good idea to install the package in interactive mode inside a virtual environment:

python -m virtualenv venv
source venv/bin/activate

python -m pip install -r requirements.txt
python -m pip install -e .

idsprites's People

Contributors

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Stargazers

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Watchers

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Forkers

ilzeamandaa jneuendorf

idsprites's Issues

Draw batched input

The draw() method of InfiniteDSprites should accept a batch of latents.

Gather ranges into a single dict

The main dataset class has too many arguments, all the ranges should be collected into a single dictionary with None as default.

Unify interfaces of InfiniteDSprites

InfiniteDSprites and InfiniteDSpritesAnalogies should both return a tuple during iteration (or perhaps the latter should not inherit from the fomer).

Fix analogies

InfiniteDSpritesAnalogies is broken. The white borders should be in the middle:

image

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