base module

Full Documentation for hippynn.graphs.nodes.base.base module. Click here for a summary page.

Base nodes for sublcassing.

class AddNode(left, right)

Bases: BinNode, SingleNode, _AlgebraicOperation

serialization_attributes = ('db_name', 'index_state')

torch_module = LambdaModule(add)

class AtLeast2D(in_node)

Bases: UnaryNode, SingleNode

serialization_attributes = ('db_name', 'index_state')

torch_module = AtLeast2D()

class DivNode(left, right)

Bases: BinNode, SingleNode, _AlgebraicOperation

serialization_attributes = ('db_name', 'index_state')

torch_module = LambdaModule(truediv)

class InputNode(name=None, db_name=None, index_state=None)

Bases: SingleNode, SerializableNode

Node for getting information for the database.

classmethod from_record(name, db_name, index_state, requires_grad, **kwargs)

input_names = ()

input_type_str = 'Input'

requires_grad: bool = False

serialization_attributes = ('db_name', 'index_state', 'requires_grad')

class InvNode(in_node)

Bases: UnaryNode, SingleNode, _AlgebraicOperation

serialization_attributes = ('db_name', 'index_state')

torch_module = LambdaModule(invert)

class LossInputNode(name, origin_node)

Bases: InputNode

Node for getting information from the model (predicted) or database (true) into the loss.

classmethod from_record(name, origin_node, index_state=None, **kwargs)

serialization_attributes = ('db_name', 'index_state', 'requires_grad', 'origin_node')

class LossPredNode(name, origin_node)

Bases: LossInputNode

serialization_attributes = ('db_name', 'index_state', 'requires_grad', 'origin_node')

class LossTrueNode(name, origin_node)

Bases: LossInputNode

property main_output

serialization_attributes = ('db_name', 'index_state', 'requires_grad', 'origin_node')

class MulNode(left, right)

Bases: BinNode, SingleNode, _AlgebraicOperation

serialization_attributes = ('db_name', 'index_state')

torch_module = LambdaModule(mul)

class NegNode(in_node)

Bases: UnaryNode, SingleNode, _AlgebraicOperation

serialization_attributes = ('db_name', 'index_state')

torch_module = LambdaModule(neg)

class Node(name, parents, db_name=None, module=None)

Bases: _NodeFunctions, _NodeAlgebra

serialization_attributes = ('db_name',)

class PowNode(left, right)

Bases: BinNode, SingleNode, _AlgebraicOperation

serialization_attributes = ('db_name', 'index_state')

torch_module = LambdaModule(pow)

class SingleNode(name, parents, db_name=None, module=None)

Bases: Node, _DeprecatedNamesMixin

index_state: IdxType | None = 'Unlabeled'

property main_output

property pred

serialization_attributes = ('index_state',)

property true

class SubNode(left, right)

Bases: BinNode, SingleNode, _AlgebraicOperation

serialization_attributes = ('db_name', 'index_state')

torch_module = LambdaModule(sub)