Infomap network clustering algorithm
Project description
Infomap
Infomap is a network clustering algorithm based on the Map equation. This repository contains the native CLI, the Python package, the R package, the JavaScript web worker, the Docker images, the tutorial notebooks, and the source for the published Python documentation.
Start with mapequation.org/infomap/ for the user guide, the Infomap Python API for Python examples and tutorial notebooks, and CHANGELOG.md for release notes.
For contributing, security reporting, and maintainer workflows, see CONTRIBUTING.md, SECURITY.md, BUILD.md, ARCHITECTURE.md, and AGENTS.md.
Install
Python package
Install from PyPI:
pip install infomap
Install optional integrations for common Python graph and analysis workflows:
pip install "infomap[networkx]"
pip install "infomap[igraph]"
pip install "infomap[pandas]"
Upgrades use the usual pip flow:
pip install --upgrade infomap
The package also installs the infomap CLI entry point. The Python API reference lives at Infomap Python API.
Quick start with Python:
import networkx as nx
import infomap
graph = nx.karate_club_graph()
communities = infomap.find_communities(
graph,
seed=123,
num_trials=20,
)
print(communities)
For Jupyter, start with the quickstart notebook. It shows the notebook-native Infomap result summary, dataframe inspection, a copyable static network partition helper, and export paths for further analysis.
For direct control over Infomap-specific options and result access:
from infomap import Infomap, InfomapOptions
options = InfomapOptions(two_level=True, silent=True, num_trials=20, seed=123)
im = Infomap.from_options(options)
im.add_link(0, 1)
im.add_link(1, 2)
im.run()
print(im.num_top_modules, im.codelength)
print(im.to_dataframe(columns=["node_id", "module_id", "flow"], index="node_id"))
R package
Pre-built binaries are published on r-universe; this is the recommended path:
install.packages(
"infomap",
repos = c("https://mapequation.r-universe.dev", "https://cloud.r-project.org")
)
Quick start with R:
library(infomap)
im <- Infomap(silent = TRUE, two_level = TRUE, num_trials = 20)
im$add_link(0, 1)
im$add_link(1, 2)
im$run()
print(im$num_top_modules)
print(im$codelength)
See ?Infomap for the user-facing constructor plus the InfomapClass method and active-binding reference. The R-specific source README lives at interfaces/R/infomap/README.md.
Homebrew CLI
If you want the native CLI without the Python package, install the tap and formula with:
brew tap mapequation/infomap
brew install infomap
Or install directly in one command:
brew install mapequation/infomap/infomap
Upgrade the CLI with the normal Homebrew flow:
brew upgrade infomap
The Homebrew formula installs Bash and Zsh completion files into Homebrew’s standard completion directories.
JavaScript package
The browser worker package is published on NPM:
npm install @mapequation/infomap
Docker
Multi-arch images are published to GHCR for linux/amd64 and linux/arm64:
ghcr.io/mapequation/infomap:latest
ghcr.io/mapequation/infomap:X.Y.Z
ghcr.io/mapequation/infomap:notebook
ghcr.io/mapequation/infomap:notebook-X.Y.Z
Run the CLI image with:
docker run -it --rm \
-v "$(pwd)":/data \
ghcr.io/mapequation/infomap:latest \
[infomap arguments]
Start the notebook image with:
docker run --rm \
-p 8888:8888 \
ghcr.io/mapequation/infomap:notebook \
start.sh jupyter lab
The notebook image includes the survey companion notebooks from examples/notebooks and opens in that workspace by default. To keep local copies or outputs, mount a host directory as a separate workspace path:
docker run --rm \
-v "$(pwd)":/home/jovyan/work/local \
-p 8888:8888 \
ghcr.io/mapequation/infomap:notebook \
start.sh jupyter lab
The Dockerfiles in this repository are also smoke-tested in CI and can be built locally:
docker build -f docker/infomap.Dockerfile -t infomap:local .
docker build -f docker/notebook.Dockerfile -t infomap:notebook-local .
Or use the local Compose file:
docker compose run --rm infomap
Build from source
Building locally requires a working gcc or clang toolchain.
git clone git@github.com:mapequation/infomap.git
cd infomap
make build-native
On macOS, the default OpenMP-enabled build may require Homebrew libomp. If OpenMP is unavailable, use:
make build-native OPENMP=0
This creates the Infomap binary in the repository root. Show the available CLI options with:
./Infomap --help
Install shell completion scripts manually with:
mkdir -p ~/.zfunc
./Infomap --completion zsh > ~/.zfunc/_Infomap
mkdir -p ~/.local/share/bash-completion/completions
./Infomap --completion bash > ~/.local/share/bash-completion/completions/infomap
For Zsh, make sure ~/.zfunc is in fpath and compinit is loaded from ~/.zshrc. For Bash, make sure bash-completion is sourced from ~/.bashrc.
See BUILD.md for platform-specific maintainer build details.
Maintainers should use:
BUILD.md for local build and verification commands
RELEASING.md for the release flow
ARCHITECTURE.md for ownership and source-of-truth rules
AGENTS.md for repo-local maintenance guidance
CONTRIBUTING.md for pull request and contributor guidance
SECURITY.md for vulnerability reporting
Agent skill
This repository includes an Infomap agent skill in skills/infomap/ for reproducible CLI, Python, R, and notebook research workflows.
Feedback
Usage questions and setup help belong in GitHub Discussions. Bug reports and feature requests belong in GitHub issues.
Terms of use
Infomap is released under a dual licence.
The code is available under the GNU General Public License version 3 or any later version; see LICENSE_GPLv3.txt. For a non-copyleft license, please contact us.
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