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Added
Added more types of resistive devices: IdealResistiveDevice, LinearStep, SoftBounds, ExpStep, VectorUnitCell, TransferCompoundDevice, DifferenceUnitCell. (#14)
Added a new InferenceTile that supports basic hardware-aware training
and inference using a statistical noise model that was fitted by real PCM
devices. (#25)
Added a new AnalogSequential layer that can be used in place of Sequential
for easier operation on children analog layers. (#34)
Changed
Specifying the tile configuration (resistive device and the rest of the
properties) is now based on a new RPUConfig family of classes, that is
passed as a rpu_config argument instead of resistive_device to Tiles
and Layers. Please check the aihwkit.simulator.config module for more
details. (#23)
The different analog tiles are now organized into a aihwkit.simulator.tiles
package. The internal IndexedTiles have been removed, and the rest of
previous top-level imports have been kept. (#29)
Fixed
Improved package compatibility when using non-UTF8 encodings (version file,
package description). (#13)
The build system can now detect and use openblas directly when using the
conda-installable version. (#22)
When using analog layers as children of another module, the tiles are now
correctly moved to CUDA if using AnalogSequential (or by the optimizer if
using regular torch container modules). (#34)