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Dataset Cheatsheet

.. note::

This dataset statistics table is a **work in progress**.
Please consider helping us filling its content by providing statistics for individual datasets.
See `here <https://github.com/pyg-team/pytorch_geometric/blob/master/torch_geometric/datasets/karate.py#L25-L37>`__ and `here <https://github.com/pyg-team/pytorch_geometric/blob/master/torch_geometric/datasets/tu_dataset.py#L56-L108>`__ for examples on how to do so.

Homogeneous Datasets

.. list-table:: :widths: 50 10 10 10 10 10 :header-rows: 1

* - Name
  - #graphs
  - #nodes
  - #edges
  - #features
  - #classes/#tasks

{% for cls in torch_geometric.datasets.homo_datasets %} * - :class:~torch_geometric.datasets.{{ cls }} {% if torch_geometric.datasets.utils.paper_link(cls) %}(Paper <{{ torch_geometric.datasets.utils.paper_link(cls) }}>__){% endif %} - {%if torch_geometric.datasets.utils.has_stats(cls) %}{{ torch_geometric.datasets.utils.get_stat(cls, '#graphs', default=1) }}{% else %}{{ torch_geometric.datasets.utils.get_stat(cls, '#graphs', default='') }}{% endif %} - {{ torch_geometric.datasets.utils.get_stat(cls, '#nodes', default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#edges', default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#features', default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#classes', default='') }}{{ torch_geometric.datasets.utils.get_stat(cls, '#tasks', default='') }} {% for child in torch_geometric.datasets.utils.get_children(cls) %} * - └─ {{ child }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#graphs', child, default=1) }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#nodes', child, default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#edges', child, default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#features', child, default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#classes', child, default='') }}{{ torch_geometric.datasets.utils.get_stat(cls, '#tasks', child, default='') }} {% endfor %} {% endfor %}

Heterogeneous Datasets

.. list-table:: :widths: 50 30 10 10 :header-rows: 1

* - Name
  - #nodes/#edges
  - #features
  - #classes/#tasks

{% for cls in torch_geometric.datasets.hetero_datasets %} * - :class:~torch_geometric.datasets.{{ cls }} {% if torch_geometric.datasets.utils.paper_link(cls) %}(Paper <{{ torch_geometric.datasets.utils.paper_link(cls) }}>__){% endif %} - - - {% for child in torch_geometric.datasets.utils.get_children(cls) %} * - └─ {{torch_geometric.datasets.utils.get_type(child)}} Type: {{ child }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#nodes/#edges', child, default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#features', child, default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#classes', child, default='') }}{{ torch_geometric.datasets.utils.get_stat(cls, '#tasks', child, default='') }} {% endfor %} {% endfor %}

Synthetic Datasets

.. list-table:: :widths: 50 10 10 10 10 10 :header-rows: 1

* - Name
  - #graphs
  - #nodes
  - #edges
  - #features
  - #classes/#tasks

{% for cls in torch_geometric.datasets.synthetic_datasets %} * - :class:~torch_geometric.datasets.{{ cls }} {% if torch_geometric.datasets.utils.paper_link(cls) %}(Paper <{{ torch_geometric.datasets.utils.paper_link(cls) }}>__){% endif %} - {%if torch_geometric.datasets.utils.has_stats(cls) %}{{ torch_geometric.datasets.utils.get_stat(cls, '#graphs', default=1) }}{% else %}{{ torch_geometric.datasets.utils.get_stat(cls, '#graphs', default='') }}{% endif %} - {{ torch_geometric.datasets.utils.get_stat(cls, '#nodes', default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#edges', default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#features', default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#classes', default='') }}{{ torch_geometric.datasets.utils.get_stat(cls, '#tasks', default='') }} {% for child in torch_geometric.datasets.utils.get_children(cls) %} * - └─ {{ child }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#graphs', child, default=1) }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#nodes', child, default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#edges', child, default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#features', child, default='') }} - {{ torch_geometric.datasets.utils.get_stat(cls, '#classes', child, default='') }}{{ torch_geometric.datasets.utils.get_stat(cls, '#tasks', child, default='') }} {% endfor %} {% endfor %}