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Pre-release

This release is a pre-release and may not be stable for production use.

Artificial Brains (ABrain) for Python

C++/Python implementation of fully evolvable Artificial Neural Networks. Uses the ES-HyperNEAT algorithms to indirectly encode ANNs with bio-mimetic patterns (repetitions, symmetry...), large number of neurons and relative robustness to input/output variations between generations. The API is served in Python and computations are performed in C++.

Documentation Status PEP8 PyPI version Downloads

tested on latest

Development

Optional dependencies:

Graphviz (dot)

To generate directed graphs for the genomes. Can only be fetched by system installer (apt-get, yum, ...). See https://graphviz.org/download/ for instructions

Kaleido

To generate non-interactive images of ANN (through plotly). Due to inconsistent support, left as an optional dependency. Use pip install abrain[...,kaleido] to get it

Todo list:

  • Functionalities:
    • Order-independent ANN evaluation (with back buffer)?

    • Crossover / historical markings

      • Actually needed?
    • MANN Integration

      • Easy extraction
      • built-in testing
      • C++ wrapper
      • Visu
    • Misc:

      • Documentation
        • Advanced usage

        • move to scikit/poetry/... ?

    • CI/CD

      • Recent install gives no loadimage plugion for "svg:cairo" for pdf output

Metadata

Release files for abrain 1.0rc0.post7

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Source distribution (sdist)

Source distribution for abrain 1.0rc0.post7
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Built distributions (wheels)

Table of built distributions (wheels) for abrain 1.0rc0.post7
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abrain-1.0rc0.post7-pp310-pypy310_pp73-win_amd64.whl PyPy 3.10 PyPy 3.10 7.3 Windows x86-64 Details for abrain-1.0rc0.post7-pp310-pypy310_pp73-win_amd64.whl
abrain-1.0rc0.post7-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ x86-64 Details for abrain-1.0rc0.post7-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
abrain-1.0rc0.post7-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ x86-32 Details for abrain-1.0rc0.post7-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
abrain-1.0rc0.post7-pp310-pypy310_pp73-macosx_10_9_x86_64.whl PyPy 3.10 PyPy 3.10 7.3 macOS 10.9+ x86-64 Details for abrain-1.0rc0.post7-pp310-pypy310_pp73-macosx_10_9_x86_64.whl
abrain-1.0rc0.post7-pp39-pypy39_pp73-win_amd64.whl PyPy 3.9 PyPy 3.9 7.3 Windows x86-64 Details for abrain-1.0rc0.post7-pp39-pypy39_pp73-win_amd64.whl
abrain-1.0rc0.post7-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl PyPy 3.9 PyPy 3.9 7.3 Linux glibc 2.17+ x86-64 Details for abrain-1.0rc0.post7-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
abrain-1.0rc0.post7-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl PyPy 3.9 PyPy 3.9 7.3 Linux glibc 2.17+ x86-32 Details for abrain-1.0rc0.post7-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
abrain-1.0rc0.post7-pp39-pypy39_pp73-macosx_10_9_x86_64.whl PyPy 3.9 PyPy 3.9 7.3 macOS 10.9+ x86-64 Details for abrain-1.0rc0.post7-pp39-pypy39_pp73-macosx_10_9_x86_64.whl
abrain-1.0rc0.post7-pp38-pypy38_pp73-win_amd64.whl PyPy 3.8 PyPy 3.8 7.3 Windows x86-64 Details for abrain-1.0rc0.post7-pp38-pypy38_pp73-win_amd64.whl
abrain-1.0rc0.post7-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl PyPy 3.8 PyPy 3.8 7.3 Linux glibc 2.17+ x86-64 Details for abrain-1.0rc0.post7-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
abrain-1.0rc0.post7-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl PyPy 3.8 PyPy 3.8 7.3 Linux glibc 2.17+ x86-32 Details for abrain-1.0rc0.post7-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
abrain-1.0rc0.post7-pp38-pypy38_pp73-macosx_10_9_x86_64.whl PyPy 3.8 PyPy 3.8 7.3 macOS 10.9+ x86-64 Details for abrain-1.0rc0.post7-pp38-pypy38_pp73-macosx_10_9_x86_64.whl
abrain-1.0rc0.post7-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details for abrain-1.0rc0.post7-cp312-cp312-win_amd64.whl
abrain-1.0rc0.post7-cp312-cp312-win32.whl CPython 3.12 CPython 3.12 Windows x86-32 Details for abrain-1.0rc0.post7-cp312-cp312-win32.whl
abrain-1.0rc0.post7-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details for abrain-1.0rc0.post7-cp312-cp312-musllinux_1_2_x86_64.whl
abrain-1.0rc0.post7-cp312-cp312-musllinux_1_2_i686.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details for abrain-1.0rc0.post7-cp312-cp312-musllinux_1_2_i686.whl
abrain-1.0rc0.post7-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details for abrain-1.0rc0.post7-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
abrain-1.0rc0.post7-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details for abrain-1.0rc0.post7-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
abrain-1.0rc0.post7-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details for abrain-1.0rc0.post7-cp312-cp312-macosx_11_0_arm64.whl
abrain-1.0rc0.post7-cp312-cp312-macosx_10_9_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.9+ x86-64 Details for abrain-1.0rc0.post7-cp312-cp312-macosx_10_9_x86_64.whl
abrain-1.0rc0.post7-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details for abrain-1.0rc0.post7-cp311-cp311-win_amd64.whl
abrain-1.0rc0.post7-cp311-cp311-win32.whl CPython 3.11 CPython 3.11 Windows x86-32 Details for abrain-1.0rc0.post7-cp311-cp311-win32.whl
abrain-1.0rc0.post7-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details for abrain-1.0rc0.post7-cp311-cp311-musllinux_1_2_x86_64.whl
abrain-1.0rc0.post7-cp311-cp311-musllinux_1_2_i686.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details for abrain-1.0rc0.post7-cp311-cp311-musllinux_1_2_i686.whl
abrain-1.0rc0.post7-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details for abrain-1.0rc0.post7-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
abrain-1.0rc0.post7-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-32 Details for abrain-1.0rc0.post7-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
abrain-1.0rc0.post7-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details for abrain-1.0rc0.post7-cp311-cp311-macosx_11_0_arm64.whl
abrain-1.0rc0.post7-cp311-cp311-macosx_10_9_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.9+ x86-64 Details for abrain-1.0rc0.post7-cp311-cp311-macosx_10_9_x86_64.whl
abrain-1.0rc0.post7-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details for abrain-1.0rc0.post7-cp310-cp310-win_amd64.whl
abrain-1.0rc0.post7-cp310-cp310-win32.whl CPython 3.10 CPython 3.10 Windows x86-32 Details for abrain-1.0rc0.post7-cp310-cp310-win32.whl
abrain-1.0rc0.post7-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details for abrain-1.0rc0.post7-cp310-cp310-musllinux_1_2_x86_64.whl
abrain-1.0rc0.post7-cp310-cp310-musllinux_1_2_i686.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-32 Details for abrain-1.0rc0.post7-cp310-cp310-musllinux_1_2_i686.whl
abrain-1.0rc0.post7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details for abrain-1.0rc0.post7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
abrain-1.0rc0.post7-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-32 Details for abrain-1.0rc0.post7-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
abrain-1.0rc0.post7-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details for abrain-1.0rc0.post7-cp310-cp310-macosx_11_0_arm64.whl
abrain-1.0rc0.post7-cp310-cp310-macosx_10_9_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details for abrain-1.0rc0.post7-cp310-cp310-macosx_10_9_x86_64.whl
abrain-1.0rc0.post7-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details for abrain-1.0rc0.post7-cp39-cp39-win_amd64.whl
abrain-1.0rc0.post7-cp39-cp39-win32.whl CPython 3.9 CPython 3.9 Windows x86-32 Details for abrain-1.0rc0.post7-cp39-cp39-win32.whl
abrain-1.0rc0.post7-cp39-cp39-musllinux_1_2_x86_64.whl CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-64 Details for abrain-1.0rc0.post7-cp39-cp39-musllinux_1_2_x86_64.whl
abrain-1.0rc0.post7-cp39-cp39-musllinux_1_2_i686.whl CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-32 Details for abrain-1.0rc0.post7-cp39-cp39-musllinux_1_2_i686.whl
abrain-1.0rc0.post7-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details for abrain-1.0rc0.post7-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
abrain-1.0rc0.post7-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-32 Details for abrain-1.0rc0.post7-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
abrain-1.0rc0.post7-cp39-cp39-macosx_11_0_arm64.whl CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details for abrain-1.0rc0.post7-cp39-cp39-macosx_11_0_arm64.whl
abrain-1.0rc0.post7-cp39-cp39-macosx_10_9_x86_64.whl CPython 3.9 CPython 3.9 macOS 10.9+ x86-64 Details for abrain-1.0rc0.post7-cp39-cp39-macosx_10_9_x86_64.whl
abrain-1.0rc0.post7-cp38-cp38-win_amd64.whl CPython 3.8 CPython 3.8 Windows x86-64 Details for abrain-1.0rc0.post7-cp38-cp38-win_amd64.whl
abrain-1.0rc0.post7-cp38-cp38-win32.whl CPython 3.8 CPython 3.8 Windows x86-32 Details for abrain-1.0rc0.post7-cp38-cp38-win32.whl
abrain-1.0rc0.post7-cp38-cp38-musllinux_1_2_x86_64.whl CPython 3.8 CPython 3.8 Linux musl 1.2+ x86-64 Details for abrain-1.0rc0.post7-cp38-cp38-musllinux_1_2_x86_64.whl
abrain-1.0rc0.post7-cp38-cp38-musllinux_1_2_i686.whl CPython 3.8 CPython 3.8 Linux musl 1.2+ x86-32 Details for abrain-1.0rc0.post7-cp38-cp38-musllinux_1_2_i686.whl
abrain-1.0rc0.post7-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details for abrain-1.0rc0.post7-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
abrain-1.0rc0.post7-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-32 Details for abrain-1.0rc0.post7-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
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Total release size: 36.2 MB

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Release files / abrain-1.0rc0.post7-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

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