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Fully automated traffic analysis with nPrint

Project description

nprintML

nprintML bridges the gap between nPrint, which generates standard fingerprints for packets, and AutoML, which allows for optimized model training and traffic analysis. nprintML enables users with network traffic and labels to perform optimized packet-level traffic analysis without writing any code.

Getting It

Dependencies

Python versions 3.6 through 3.8 are supported.

You might check what versions of Python are installed on your system, e.g.:

ls -1 /usr/bin/python*

As needed, consult your package manager or python.org.

Depending on your situation, consider pyenv for easy installation and management of arbitrary versions of Python.

nprintML further requires nPrint (see below).

Installation

nprintML itself is available for download from the Python Package Index (PyPI) and via pip:

python -m pip install nprintml

This downloads, builds and installs the nprintml console command. If you're happy to manage your Python (virtual) environment, you're all set with the above.

That said, installation of this command via a tool such as pipx is strongly encouraged. pipx will ensure that nprintML is installed into its own virtual environment, such that its third-party libraries do not conflict with any others installed on your system.

(Note that nPrint and nprintML are unrelated to the PyPI distribution named "nprint.")

Post-installation

nprintML depends on the nPrint command, which may be installed separately, (with reference to the nPrint documentation).

For quick-and-easy satisfaction of this requirement, nprintML supplies the bootstrapping command nprint-install, which is made available to your environment with nprintML installed. This command will inspect its execution environment and attempt to retrieve, compile and install nPrint with the most appropriate defaults:

nprint-install

nPrint may thereby be installed system-globally, to the user environment, to the (virtual) environment to which nprintML was installed, or to a specified path prefix. Consult the command's --help for more information.

nprint-install is identically available through its Python module (no different from pip above):

python -m nprintml.net.install

Using It

nprintML supplies the top-level shell command nprintml

nprintml ...

– as well as its terse alias nml

nml ...

In case of command path ambiguity and in support of debugging, the nprintml command is also available through its Python module:

python -m nprintml ...

THIS IS HOW YOU USE IT!

Development

Development requirements may be installed via the dev extra (below assuming a source checkout):

pip install --editable .[dev]

(Note: the installation flag --editable is also used above to instruct pip to place the source checkout directory itself onto the Python path, to ensure that any changes to the source are reflected in Python imports.)

Development tasks are then managed via argcmdr sub-commands of manage …, (as defined by the repository module manage.py), e.g.:

manage version patch -m "initial release of nprintml" \
       --build                                        \
       --release

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