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# v0.0.4 | ||
- Fix model download | ||
# Changelog | ||
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## v0.0.4 | ||
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- Fix model download | ||
- More documentation | ||
- Bug fixes | ||
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# v0.0.2 | ||
## v0.0.2 | ||
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- Fix edge cases for triple bonds | ||
- Enable model weights download within code | ||
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# v0.0.1 | ||
## v0.0.1 | ||
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- Initial release. | ||
- Initial release. |
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# -*- coding: utf-8 -*- | ||
""" | ||
Core layers provide basic operations, e.g., MLP | ||
""" | ||
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] | ||
] | ||
] | ||
] | ||
] |
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# -*- coding: utf-8 -*- | ||
import unittest | ||
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import numpy as np | ||
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# -*- coding: utf-8 -*- | ||
import unittest | ||
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import numpy as np | ||
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# -*- coding: utf-8 -*- | ||
import unittest | ||
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import numpy as np | ||
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# -*- coding: utf-8 -*- | ||
import unittest | ||
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import numpy as np | ||
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# -*- coding: utf-8 -*- | ||
import unittest | ||
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import numpy as np | ||
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# -*- coding: utf-8 -*- | ||
import json | ||
import os | ||
import unittest | ||
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# -*- coding: utf-8 -*- | ||
import os | ||
import unittest | ||
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# -*- coding: utf-8 -*- | ||
""" | ||
Utilities for m3gnet | ||
""" | ||
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# -*- coding: utf-8 -*- | ||
""" | ||
math functions and miscellaneous calculations | ||
""" | ||
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# -*- coding: utf-8 -*- | ||
""" | ||
Tensorflow related utility | ||
""" | ||
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# -*- coding: utf-8 -*- | ||
import unittest | ||
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import numpy as np | ||
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# -*- coding: utf-8 -*- | ||
import unittest | ||
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import numpy as np | ||
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"{\"class_name\": \"M3GNet\", \"config\": {\"name\": \"m3g_net\", \"max_n\": 3, \"max_l\": 3, \"n_blocks\": 3, \"units\": 64, \"cutoff\": 5.0, \"threebody_cutoff\": 4.0, \"include_states\": false, \"readout\": \"weighted_atom\", \"n_atom_types\": 94, \"task_type\": \"regression\", \"is_intensive\": false, \"mean\": 0.0, \"std\": 32.17109834917642, \"element_refs\": [0.0, -3.4843261911561028, -0.7929797687431355, -3.4573625172171165, -4.707765870771016, -8.011108016668768, -8.394581462422844, -7.750094492197886, -7.387677478973862, -4.946528796048113, -0.029288391672177685, -2.466164931685727, -2.0318155603403856, -5.122487716146491, -7.875463903751272, -6.908196189228034, -4.611218804437086, -3.027152379064371, -0.06279713634418577, -2.3532963902733193, -4.778241420229052, -8.066454839808204, -11.401003587685803, -8.927171971061405, -8.508408434441172, -8.170571408379823, -6.59277195296443, -5.234141518172957, -4.465330755509164, -3.296725580820661, -1.3526280480990915, -3.545950773762615, -4.6323977966864, -4.138259405833041, -3.6809167595262324, -2.840390787871695, 6.470248022224444, -2.230039686972397, -4.28467191958041, -10.288419163253234, -11.646994569088832, -11.897257027375439, -8.629010559078154, -9.868963036382208, -7.529920274034659, -5.566108785366125, -4.989987934464926, -1.8907720720017154, -0.7166445477628792, -2.7783827902612814, -3.8250237734025108, -3.3872574311610446, -2.540821374472112, -1.9316853365228492, 9.327723590340101, -2.631982538856448, -4.863763303187234, -8.941340884330346, -9.007528604842154, -7.925494962422752, -8.063533560475317, -6.535237679123891, -8.225441352062779, -12.392082038520687, -17.33760321554992, -7.479752317415126, -8.264982305581707, -8.248225450889509, -7.0921249481053525, -8.415686698628432, -3.419624756529247, -7.574452251703786, -12.67851552979807, -13.501372548858408, -9.474060607688976, -11.789707376091997, -9.746879324605413, -7.55581267880792, -5.675347011209681, -2.470084079873828, 0.3532971230155427, -2.3394321085720198, -3.5180003513248814, -3.1732941043540257, 1.0547455480334031e-16, -1.8536706833505882e-16, -5.78493996176134e-16, 1.3591855871025166e-15, 2.991253288696013e-28, -5.688410264859977, -10.404066708232437, -11.41133300856, -14.291848396754993, -14.633848842020615, -15.398398562127586]}, \"keras_version\": \"2.7.0\", \"backend\": \"tensorflow\"}" | ||
"{\"class_name\": \"M3GNet\", \"config\": {\"name\": \"m3g_net\", \"max_n\": 3, \"max_l\": 3, \"n_blocks\": 3, \"units\": 64, \"cutoff\": 5.0, \"threebody_cutoff\": 4.0, \"include_states\": false, \"readout\": \"weighted_atom\", \"n_atom_types\": 94, \"task_type\": \"regression\", \"is_intensive\": false, \"mean\": 0.0, \"std\": 32.17109834917642, \"element_refs\": [0.0, -3.4843261911561028, -0.7929797687431355, -3.4573625172171165, -4.707765870771016, -8.011108016668768, -8.394581462422844, -7.750094492197886, -7.387677478973862, -4.946528796048113, -0.029288391672177685, -2.466164931685727, -2.0318155603403856, -5.122487716146491, -7.875463903751272, -6.908196189228034, -4.611218804437086, -3.027152379064371, -0.06279713634418577, -2.3532963902733193, -4.778241420229052, -8.066454839808204, -11.401003587685803, -8.927171971061405, -8.508408434441172, -8.170571408379823, -6.59277195296443, -5.234141518172957, -4.465330755509164, -3.296725580820661, -1.3526280480990915, -3.545950773762615, -4.6323977966864, -4.138259405833041, -3.6809167595262324, -2.840390787871695, 6.470248022224444, -2.230039686972397, -4.28467191958041, -10.288419163253234, -11.646994569088832, -11.897257027375439, -8.629010559078154, -9.868963036382208, -7.529920274034659, -5.566108785366125, -4.989987934464926, -1.8907720720017154, -0.7166445477628792, -2.7783827902612814, -3.8250237734025108, -3.3872574311610446, -2.540821374472112, -1.9316853365228492, 9.327723590340101, -2.631982538856448, -4.863763303187234, -8.941340884330346, -9.007528604842154, -7.925494962422752, -8.063533560475317, -6.535237679123891, -8.225441352062779, -12.392082038520687, -17.33760321554992, -7.479752317415126, -8.264982305581707, -8.248225450889509, -7.0921249481053525, -8.415686698628432, -3.419624756529247, -7.574452251703786, -12.67851552979807, -13.501372548858408, -9.474060607688976, -11.789707376091997, -9.746879324605413, -7.55581267880792, -5.675347011209681, -2.470084079873828, 0.3532971230155427, -2.3394321085720198, -3.5180003513248814, -3.1732941043540257, 1.0547455480334031e-16, -1.8536706833505882e-16, -5.78493996176134e-16, 1.3591855871025166e-15, 2.991253288696013e-28, -5.688410264859977, -10.404066708232437, -11.41133300856, -14.291848396754993, -14.633848842020615, -15.398398562127586]}, \"keras_version\": \"2.7.0\", \"backend\": \"tensorflow\"}" |
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| test_files | ||
)/ | ||
) | ||
''' | ||
''' |
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black | ||
flake8 | ||
types-tabulate==0.8.3 | ||
pylint | ||
pylint |
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