Deeppoly analysis #420
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Deeppoly analysis #420
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guykatzz
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Jan 7, 2021
guykatzz
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Jan 9, 2021
guykatzz
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Jan 12, 2021
matanost
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Nov 2, 2021
* dump bounds * clean up * add deep poly element class * add more execution * Memory allocation * constructor * documentation * ws * symbolicBoundsInTermsOfPredecessor * symbolic in terms of predecessor * clean up * clean up * first attempt * clean up * add log * clean up * clean up * clean up * clean up * option * option * options * clean up * remove print statements * clean up deep poly analysis * clean up deep poly elements (WIP) * clean up * cleaned up ws element * clean up * Documentation * add test for DeepPolyAnalysis * update unit test * disable logging * change default values in option * add options to python api * remove symbolic bound trightening type * fix indentation * sign constraint * absolute value * clean up * better ways to get source index in ReLU, Absolute, and Sign * refactoring get source layers * clean up * minor * update in DeepPolySignElement * max element * print source layer in dump topology * source layer dependency * residual * wip residual * residual layers * progress toward residual layer * add more tests * residual * addressing Guy's cosmetic comments * construct deep poly only once * turn off logging * more tests for max constraints * Clean up and more documentation * minor * optimization in backsubstitution resulting in tighter bounds * fix test * minor Co-authored-by: Guy Katz <guykatz@cs.huji.ac.il>
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Adding support for deeppoly analysis for ReLU activation described in https://files.sri.inf.ethz.ch/website/papers/DeepPoly.pdf.