- Python3 implemetation of Multi-LENS.
- Jin et al., Latent Network Summarization: Bridging Network Embedding and Summarization, KDD, 2019.
- This implementation using graph-tool provides more flexibility in learning settings (e.g., base features, etc).
- Python3
- graph-tool (https://graph-tool.skewed.de/)
- Note: Tested on macOS Ventura.
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Install graph-tool (https://git.skewed.de/count0/graph-tool/-/wikis/installation-instructions)
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For example, macOS with Homebrew (when not using virtual environment),
brew install graph-tool -
When using virtual environment, there are two options:
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Option 1. Follow the graph-tool instruction (need a lot of time for compiling graph-tool).
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Check a section of "Installing in a virtualenv".
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graph-tool's instruction doesn't support Python3.12. For Python3.12, before the configure step (i.e., ./configure --prefix=$HOME/.local), run commands below:
pip3 install setuptools pycairo
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Option 2. Use virtual environment with "include-system-site-packages = true"
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Either make venv with --system-site-packages option (e.g.,
python3 -m venv --system-site-packages venv) or edit "pyenv.cfg" (include-system-site-packages = true) -
then
brew install graph-tool
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Install with pip3. Move to the directory of this repository. Then,
pip3 install .
- Import installed modules from python (e.g.,
from multilens import MultiLens). See sample.py for examples.