Train
Namespace: Models
Generic training module.
Nested types and modules
| Type | Description |
| Cfg | Training configuration. |
| Faith | training faith |
| ITrainable<'Smpl, 'T> | Interface for a trainable model. |
| TerminationCriterium | Training termination criterium |
| TrainingResult | Result of training |
Functions and values
| Function or value | Description |
defaultCfg
Signature: Cfg
|
Default training configuration. |
newStatefulTrainable (...)
Signature: modelInstance:ModelInstance<'?175955> -> losses:ExprT list -> nextState:ExprT -> varEnvBuilder:(Tensor<'?175955> option -> '?175956 -> VarEnvT) -> optNew:(ExprT -> ExprT -> IDevice -> IOptimizer<'?175955,'?175957,'?175958>) -> optCfg:'?175957 -> ITrainable<'?175956,'?175955>
Type parameters: '?175955, '?175956, '?175957, '?175958 |
Constructs an ITrainable<_> for the given stateful model using the specified loss expressions, state update expression and optimizer. |
train trainable dataset cfg
Signature: trainable:ITrainable<'Smpl,'T> -> dataset:TrnValTst<'Smpl> -> cfg:Cfg -> TrainingResult
Type parameters: 'Smpl, 'T |
Trains a model instance using the given loss and optimization functions on the given dataset. Returns the training history. |
trainableFromLossExpr (...)
Signature: modelInstance:ModelInstance<'?175965> -> loss:ExprT -> varEnvBuilder:('?175966 -> VarEnvT) -> optNew:(ExprT -> ExprT -> IDevice -> IOptimizer<'?175965,'?175967,'?175968>) -> optCfg:'?175967 -> ITrainable<'?175966,'?175965>
Type parameters: '?175965, '?175966, '?175967, '?175968 |
Constructs an ITrainable<_> for the given model instance, loss expression and optimizer. |
trainableFromLossExprs (...)
Signature: modelInstance:ModelInstance<'?175960> -> losses:ExprT list -> varEnvBuilder:('?175961 -> VarEnvT) -> optNew:(ExprT -> ExprT -> IDevice -> IOptimizer<'?175960,'?175962,'?175963>) -> optCfg:'?175962 -> ITrainable<'?175961,'?175960>
Type parameters: '?175960, '?175961, '?175962, '?175963 |
Constructs an ITrainable<_> for the given model instance, loss expressions and optimizer. |
