inferno

Infrastructure

Module	An extension of PyTorch's Module class.
ShapedTensor	Tensor attribute with constrained shape.
RecordTensor	Tensor attribute with recorded history.
VirtualTensor	Tensor attribute derived from other attributes.
Hook	Provides and manages forward hook and prehook functionality.
ContextualHook	Provides forward hook and prehook functionality for subclasses.
StateHook	Interactable hook which only acts on module state.

Tensor Creation

zeros	Returns a tensor based on input filled with zeros.
ones	Returns a tensor based on input filled with ones.
empty	Returns an uninitialized tensor based on input.
full	Returns a tensor based on input filled with specified value.
fullc	Returns a float or complex tensor based on input filled with specified value.
uniform	Returns a tensor based on input filled with random values sampled uniformly.
normal	Returns a tensor based on input filled with random values sampled normally.
scalar	Returns a scalar tensor based on input with specified value.
astensors	Converts inputs into tensors.

Math Operations

exp	Type agnostic exponential function.
sqrt	Type agnostic square root function.
normalize	Normalizes a tensor.
rescale	Rescales a tensor (min-max normalization).
exponential_smoothing	Performs simple exponential smoothing for a time step.
holt_linear_smoothing	Performs Holt linear smoothing for a time step.
isi	Transforms spike trains into interspike intervals.
victor_purpura_pair_dist	Victor–Purpura distance between a pair of spike trains.

Spike Trace

trace_nearest	Performs a trace for a time step, considering the latest match.
trace_cumulative	Performs a trace for a time step, considering all prior matches.
trace_nearest_scaled	Performs a trace for a time step, considering the latest match, scaled by the inputs.
trace_cumulative_scaled	Performs a trace for a time step, considering all prior matches, scaled by the inputs.

Types

types.OneToOne	Callable type taking one input of a type and returning one output of the same type.
types.ManyToOne	Callable type taking an arbitrary number of inputs of a type and returning one output of the same type.
types.OneToMany	Callable type taking one input of a type and returning an arbitrary number of outputs of the same type.
types.ManyToMany	Callable type taking an arbitrary number of inputs of a type and returning the same number of outputs of the same type.
types.OneToOneMethod	Callable type taking a module and one input of a type and returning one output of the same type.
types.ManyToOneMethod	Callable type taking a module and an arbitrary number of inputs of a type and returning one output of the same type.
types.OneToManyMethod	Callable type taking a module and one input of a type and returning an arbitrary number of outputs of the same type.
types.ManyToManyMethod	Callable type taking a module and an arbitrary number of inputs of a type and returning the same number of outputs of the same type.