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Added
The rpu_config is now pretty-printed in a readable manner (excluding the
default settings and other readability tweak). (#60)
Added a new ReferenceUnitCell which has two devices, where one is fixed and
the other updated and the effective weight is computed a difference between
the two. (#61)
VectorUnitCell accepts now arbitrary weighting schemes that can be
user-defined by using a new gamma_vec property that specifies how to combine
the unit cell devices to form the effective weight. (#61)
Changed
The unit cell items in aihwkit.simulator.configs have been renamed, removing
their Device suffix, for having a more consistent naming scheme. (#57)
The Exceptions raised by the library have been revised, making use in some
cases of the ones introduced in a new aihwkit.exceptions module. (#49)
Some VectorUnitCell properties have been renamed and extended with an update
policy specifying how to select the hidden devices. (#61)
The pybind11 version required has been bumped to 2.6.0, which can be
installed from pip and makes system-wide installation no longer required.
Please update your pybind11 accordingly for compiling the library. (#44)
Removed
The BackwardIOParameters specialization has been removed, as bound
management is now automatically ignored for the backward pass. Please use the
more general IOParameters instead. (#45)
Fixed
Serialization of Modules that contain children analog layers is now
possible, both when using containers such as Sequential and when using
analog layers as custom Module attributes. (#74, #80)
The build system has been improved, with experimental Windows support and
supporting using CUDA 11 correctly. (#58, #67, #68)