aihwkit.simulator.presets.configs module¶
RPU configurations presets for resistive processing units.
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class
aihwkit.simulator.presets.configs.
Capacitor2Preset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Preset configuration using two Capacitor devices per cross-point (
CapacitorPresetDevice
), where both are updated with random selection policy for update.See
VectorUnitCell
for more details on multiple devices per cross-points.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
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forward
: IOParameters¶
-
update
: UpdateParameters¶
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class
aihwkit.simulator.presets.configs.
Capacitor4Preset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Preset configuration using four Capacitor devices per cross-point (
CapacitorPresetDevice
), where both are updated with random selection policy for update.See
VectorUnitCell
for more details on multiple devices per cross-points.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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class
aihwkit.simulator.presets.configs.
CapacitorPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.SingleRPUConfig
Preset configuration using a single capacitor device, see
CapacitorPresetDevice
.This preset uses standard SGD with fully parallel update on analog with stochastic pulses.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: PulsedDevice¶
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forward
: IOParameters¶
-
update
: UpdateParameters¶
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class
aihwkit.simulator.presets.configs.
EcRam2Preset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Preset configuration using two Capacitor devices per cross-point (
CapacitorPresetDevice
), where both are updated with random selection policy for update.See
VectorUnitCell
for more details on multiple devices per cross-points.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
EcRam4Preset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Preset configuration using four Capacitor devices per cross-point (
CapacitorPresetDevice
), where both are updated with random selection policy for update.See
VectorUnitCell
for more details on multiple devices per cross-points.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
EcRamPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.SingleRPUConfig
Preset configuration using a single EcRAM device, see
EcRamPresetDevice
.This preset uses standard SGD with fully parallel update on analog with stochastic pulses.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: PulsedDevice¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
GokmenVlasovPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.SingleRPUConfig
Preset configuration using a single device with constant update step size, see
GokmenVlasovPresetDevice
.This preset uses standard SGD with fully parallel update on analog with stochastic pulses.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: PulsedDevice¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
Idealized2Preset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Preset configuration using two Idealized devices per cross-point (
IdealizedPresetDevice
), where both are updated with random selection policy for update.See
VectorUnitCell
for more details on multiple devices per cross-points.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
Idealized4Preset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Preset configuration using four Idealized devices per cross-point (
IdealizedPresetDevice
), where both are updated with random selection policy for update.See
VectorUnitCell
for more details on multiple devices per cross-points.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
-
-
class
aihwkit.simulator.presets.configs.
IdealizedPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.SingleRPUConfig
Preset configuration using a single idealized device, see
IdealizedPresetDevice
.This preset uses standard SGD with fully parallel update on analog with stochastic pulses.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: PulsedDevice¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
MixedPrecisionCapacitorPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.DigitalRankUpdateRPUConfig
Configuration using Mixed-precision with class:~aihwkit.simulator.presets.devices.CapacitorPresetDevice.
See class:~aihwkit.simulator.configs.devices.MixedPrecisionCompound for details on the mixed precision optimizer.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: DigitalRankUpdateCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
MixedPrecisionEcRamPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.DigitalRankUpdateRPUConfig
Configuration using Mixed-precision with class:~aihwkit.simulator.presets.devices.EcRamPresetDevice.
See class:~aihwkit.simulator.configs.devices.MixedPrecisionCompound for details on the mixed precision optimizer.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: DigitalRankUpdateCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
MixedPrecisionGokmenVlasovPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.DigitalRankUpdateRPUConfig
Configuration using Mixed-precision with class:~aihwkit.simulator.presets.devices.GokmenVlasovPresetDevice.
See class:~aihwkit.simulator.configs.devices.MixedPrecisionCompound for details on the mixed precision optimizer.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: DigitalRankUpdateCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
MixedPrecisionIdealizedPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.DigitalRankUpdateRPUConfig
Configuration using Mixed-precision with class:~aihwkit.simulator.presets.devices.IdealizedPresetDevice.
See class:~aihwkit.simulator.configs.devices.MixedPrecisionCompound for details on the mixed precision optimizer.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: DigitalRankUpdateCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
MixedPrecisionReRamESPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.DigitalRankUpdateRPUConfig
Configuration using Mixed-precision with class:~aihwkit.simulator.presets.devices.ReRamESPresetDevice
See class:~aihwkit.simulator.configs.devices.MixedPrecisionCompound for details on the mixed precision optimizer.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: DigitalRankUpdateCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
MixedPrecisionReRamSBPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.DigitalRankUpdateRPUConfig
Configuration using Mixed-precision with class:~aihwkit.simulator.presets.devices.ReRamSBPresetDevice.
See class:~aihwkit.simulator.configs.devices.MixedPrecisionCompound for details on the mixed precision optimizer.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: DigitalRankUpdateCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
ReRamES2Preset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Preset configuration using two ReRam devices per cross-point (
ReRamESPresetDevice
), where both are updated with random selection policy for update.See
VectorUnitCell
for more details on multiple devices per cross-points.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
ReRamES4Preset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Preset configuration using four ReRam devices per cross-point (
ReRamESPresetDevice
), where both are updated with random selection policy for update.See
VectorUnitCell
for more details on multiple devices per cross-points.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
-
-
class
aihwkit.simulator.presets.configs.
ReRamESPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.SingleRPUConfig
Preset configuration using a single ReRam device (based on ExpStep model, see
ReRamESPresetDevice
).This preset uses standard SGD with fully parallel update on analog with stochastic pulses.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: PulsedDevice¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
ReRamSB2Preset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Preset configuration using two ReRam devices per cross-point (
ReRamSBPresetDevice
), where both are updated with random selection policy for update.See
VectorUnitCell
for more details on multiple devices per cross-points.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
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-
class
aihwkit.simulator.presets.configs.
ReRamSB4Preset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Preset configuration using four ReRam devices per cross-point (
ReRamSBPresetDevice
), where both are updated with random selection policy for update.See
VectorUnitCell
for more details on multiple devices per cross-points.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
-
-
class
aihwkit.simulator.presets.configs.
ReRamSBPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.SingleRPUConfig
Preset configuration using a single ReRam device (based on SoftBounds model, see
ReRamSBPresetDevice
).This preset uses standard SGD with fully parallel update on analog with stochastic pulses.
The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: PulsedDevice¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
-
-
class
aihwkit.simulator.presets.configs.
TikiTakaCapacitorPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Configuration using Tiki-taka with
CapacitorPresetDevice
.See
TransferCompound
for details on Tiki-taka-like optimizers.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
-
-
class
aihwkit.simulator.presets.configs.
TikiTakaEcRamPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Configuration using Tiki-taka with
EcRamPresetDevice
.See
TransferCompound
for details on Tiki-taka-like optimizers.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
-
-
class
aihwkit.simulator.presets.configs.
TikiTakaIdealizedPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Configuration using Tiki-taka with
IdealizedPresetDevice
.See
TransferCompound
for details on Tiki-taka-like optimizers.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
-
-
class
aihwkit.simulator.presets.configs.
TikiTakaReRamESPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Configuration using Tiki-taka with
ReRamESPresetDevice
.See
TransferCompound
for details on Tiki-taka-like optimizers.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
-
-
class
aihwkit.simulator.presets.configs.
TikiTakaReRamSBPreset
(device=<factory>, forward=<factory>, backward=<factory>, update=<factory>)¶ Bases:
aihwkit.simulator.configs.configs.UnitCellRPUConfig
Configuration using Tiki-taka with
ReRamSBPresetDevice
.See
TransferCompound
for details on Tiki-taka-like optimizers.The default peripheral hardware (
PresetIOParameters
) and analog update (PresetUpdateParameters
) configuration is used otherwise.-
backward
: IOParameters¶
-
device
: UnitCell¶
-
forward
: IOParameters¶
-
update
: UpdateParameters¶
-