penzai.deprecated.v1.nn

Penzai’s declarative neural network library.

Submodules

penzai.deprecated.v1.nn.attention	Base attention dataflow combinators.
penzai.deprecated.v1.nn.basic_ops	Basic primitives for neural networks.
penzai.deprecated.v1.nn.combinators	Dataflow combinators for neural networks.
penzai.deprecated.v1.nn.dropout	Dropout regularization using RandomEffect.
penzai.deprecated.v1.nn.embeddings	Structs for handling tokens.
penzai.deprecated.v1.nn.grouping	Grouping layers, for chaining sequential computations.
penzai.deprecated.v1.nn.linear_and_affine	Generalized linear operator layer and associated utilities.
penzai.deprecated.v1.nn.parameters	A simple parameter type.
penzai.deprecated.v1.nn.standardization	Layer normalization (stateless) using named axes.