NeuroEvolution in Python backed by C++ computations
Project description
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++.
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/... ?
-
- Documentation
-
CI/CD
- Recent install gives
no loadimage plugion for "svg:cairo"
for pdf output
- Recent install gives
-
Project details
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Hashes for abrain-1.0rc0.post7-cp312-cp312-win32.whl
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MD5 | 88c2b3fceeb879b2470bcbeebfa0438d |
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Algorithm | Hash digest | |
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MD5 | b11270d42525c4c99ab48a2ce60fe463 |
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SHA256 | be4f29d4947cf9530a47f4c30b95d2fbd14447afbed2ac3fcd63b5ef3821a30d |
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MD5 | 0a408e00b04bd5451b0fc6a48826f7b8 |
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MD5 | a4a8d9aa55aabf981defdddaeb5177b0 |
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Algorithm | Hash digest | |
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MD5 | 4339800b796c13528ee2543f85c9a9da |
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Algorithm | Hash digest | |
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Algorithm | Hash digest | |
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MD5 | 2a8134be56625ed3b5c6bdeb1fce4e59 |
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Algorithm | Hash digest | |
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MD5 | 7e4937c02444ced69833a87bc94fe7b6 |
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Algorithm | Hash digest | |
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MD5 | 821b80592e193ff6efe22424a05bac6b |
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BLAKE2b-256 | 18ed5b0ed2cd00f91ccea245ffa3f3547da54f6ae60461ce1c60794a49f7e7f6 |
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MD5 | 44bd7dd2cf47b88c089af56cb45fcff2 |
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Algorithm | Hash digest | |
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MD5 | aa1982eb81724c742a2c56b9699e8af9 |
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Hashes for abrain-1.0rc0.post7-cp310-cp310-musllinux_1_2_i686.whl
Algorithm | Hash digest | |
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MD5 | 9d6f406e391bec04f93e15ef815633f2 |
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Hashes for abrain-1.0rc0.post7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
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Hashes for abrain-1.0rc0.post7-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
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Hashes for abrain-1.0rc0.post7-cp310-cp310-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
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MD5 | 47703e80f69b3d2ebf1618b1f8a09688 |
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Hashes for abrain-1.0rc0.post7-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
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MD5 | ecc2b181b7ce1dafb96f33432fe331c4 |
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MD5 | 38a8364ef37127457b186bcb7ff77123 |
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Hashes for abrain-1.0rc0.post7-cp39-cp39-win32.whl
Algorithm | Hash digest | |
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MD5 | fe73e430faa21b605d3a0d3dd00b6630 |
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BLAKE2b-256 | a46eebfee749a0046e2bc40b773d2cbc87682618bd7f0c6555c2bdfc2839a3db |
Hashes for abrain-1.0rc0.post7-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm | Hash digest | |
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MD5 | 96ccfc7ff9b1f3fa9511e864095f6d63 |
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Hashes for abrain-1.0rc0.post7-cp39-cp39-musllinux_1_2_i686.whl
Algorithm | Hash digest | |
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MD5 | aa64a025b7b9f851e8664804eb5306d7 |
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Hashes for abrain-1.0rc0.post7-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
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MD5 | 2d95445cc25eb17cbd223700dba2de7d |
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Hashes for abrain-1.0rc0.post7-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
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MD5 | 5ee736436d6165138d981b2d374fb0b2 |
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Hashes for abrain-1.0rc0.post7-cp39-cp39-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
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MD5 | 40e87ee20fce4fb6cee9e61367d8143b |
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Hashes for abrain-1.0rc0.post7-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
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MD5 | e625f495fc7b20302b5f1c1eaa01a73d |
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BLAKE2b-256 | 3c4dd09b417012fd44d4023c412a6e7f43685ac097cc75c5a39dd10dc91d498b |
Hashes for abrain-1.0rc0.post7-cp38-cp38-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 588e0e41daafb78b9b892b1530832c04bf131dcc9b54e99380f5d30effdbbc05 |
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MD5 | 94bc8b0f8d31177366c8171cb6776b19 |
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BLAKE2b-256 | 0413c0a23f14f202aaa633fc4b3241b30c3dab569a3fb396dfd15dac5581b016 |
Hashes for abrain-1.0rc0.post7-cp38-cp38-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3912bd5888ccdb233138bb33d24c41149f04cccbbf4b90a7b3f67a67a8eb77dc |
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MD5 | f9cd05733c1a064af5e932b59eac8f9c |
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BLAKE2b-256 | 1b87dc3da506b6c031ff915555ccad1d1b78cc050b4c089fc8398435b983c776 |
Hashes for abrain-1.0rc0.post7-cp38-cp38-musllinux_1_2_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 5218780f382cf29e67f73e8356411ed529fbb759546a9b2eac640630932642e1 |
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MD5 | e70af71ecf04ed262d502b9e5004b7c6 |
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BLAKE2b-256 | 2ab3353b2a6b77251452482f685e3dfb202c3ab46d14fcf0370f1f2bdaef7e96 |
Hashes for abrain-1.0rc0.post7-cp38-cp38-musllinux_1_2_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 42c886eaac5c8c0e76bf704db863398bd6c8c720e2f7fa601fce2eca4d37b9cc |
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MD5 | 012a14a4600fdf6569b4d573f07eae8f |
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BLAKE2b-256 | 7de6592a7b4a92639ab880784d6b1d931a0568de50bc22604226cdaba4aefad9 |
Hashes for abrain-1.0rc0.post7-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1883e63ed1bb76e8232900caa79bc8eb7a197b30971451997e0684b087285a4f |
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MD5 | e789af650027a273d606afa43997a200 |
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BLAKE2b-256 | 38d7b12a54484a75642d027423b77d7e330ace2bb626ac9572fb999475a56742 |
Hashes for abrain-1.0rc0.post7-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 566edc532faaba4b8438a56b5b1ad333f80cac295dcfee12399ecb4141fcd553 |
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MD5 | 6d194dcfc352d789433892c251684443 |
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BLAKE2b-256 | ddfb486f65ffef9950746071e82114945b51e44389fcf7340de72076be65321a |
Hashes for abrain-1.0rc0.post7-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e49edc844aecb4e2b780ad5e31e8a2618d9a19a1285279ca0daa1afe918e689b |
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MD5 | e4f440d4005ff41e622747d444fae8ff |
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BLAKE2b-256 | 5baf0337db4d4d9d03f5d2e3ebf80e4d00a997892424232c4e7298df588ffee8 |