/// <summary>
/// Initializes a new instance of the <see cref="CompositeConstraint"/> class.
/// </summary>
/// <param name="left">The left side.</param>
/// <param name="right">The right side.</param>
protected CompositeConstraint(
BaseConstraint left,
BaseConstraint right)
{
leftSide = left;
rightSide = right;
}
public Conv3D(uint filters, Tuple <uint, uint, uint> kernalSize, Tuple <uint, uint, uint> strides = null, uint?padding = null,
Tuple <uint, uint, uint> dialationRate = null,
string activation = ActivationType.Linear, BaseInitializer kernalInitializer = null, BaseRegularizer kernalRegularizer = null,
BaseConstraint kernalConstraint = null, bool useBias = true, BaseInitializer biasInitializer = null, BaseRegularizer biasRegularizer = null, BaseConstraint biasConstraint = null)
: base("conv3d")
{
Filters = filters;
KernalSize = kernalSize;
Strides = strides ?? Tuple.Create <uint, uint, uint>(1, 1, 1);
Padding = padding;
DialationRate = dialationRate ?? Tuple.Create <uint, uint, uint>(1, 1, 1);
Activation = activation;
UseBias = useBias;
KernalInitializer = kernalInitializer ?? new GlorotUniform();
BiasInitializer = biasInitializer ?? new Zeros();
KernalConstraint = kernalConstraint;
BiasConstraint = biasConstraint;
KernalRegularizer = kernalRegularizer;
BiasRegularizer = biasRegularizer;
}
public Conv2D(int filters, Tuple <int, int> kernalSize, int strides = 1, PaddingType padding = PaddingType.Same, Tuple <int, int> dialationRate = null,
ActType activation = ActType.Linear, BaseInitializer kernalInitializer = null,
BaseRegularizer kernalRegularizer = null, BaseConstraint kernalConstraint = null, bool useBias = true,
BaseInitializer biasInitializer = null, BaseRegularizer biasRegularizer = null, BaseConstraint biasConstraint = null)
: base("conv2d")
{
Filters = filters;
KernalSize = kernalSize;
Strides = strides;
Padding = padding;
DialationRate = dialationRate ?? Tuple.Create(1, 1);
Act = activation;
UseBias = useBias;
KernalInitializer = kernalInitializer ?? new GlorotUniform();
BiasInitializer = biasInitializer ?? new Zeros();
KernalConstraint = kernalConstraint;
BiasConstraint = biasConstraint;
KernalRegularizer = kernalRegularizer;
BiasRegularizer = biasRegularizer;
}
public Embedding(int inputDim, int outputDim, BaseInitializer embeddingsInitializer = null, BaseRegularizer embeddingsRegularizer = null, BaseConstraint embeddingsConstraint = null)
: base("embedding")
{
InputDim = inputDim;
OutputDim = outputDim;
EmbeddingsInitializer = embeddingsInitializer ?? new RandomUniform();
EmbeddingsConstraint = embeddingsConstraint;
EmbeddingsRegularizer = embeddingsRegularizer;
}
public TableBodyCollection Filter(BaseConstraint findBy)
{
return(new TableBodyCollection(domContainer, DoFilter(findBy)));
}
/// <summary>
/// Returns the table body section belonging to this table (not including table body sections
/// from tables nested in this table).
/// </summary>
/// <param name="findBy">The find by.</param>
/// <returns></returns>
public override TableBody TableBody(BaseConstraint findBy)
{
return(ElementsSupport.TableBody(DomContainer, findBy, new TBodies(this)));
}
/// <summary>
/// Sets the constraint function.
/// </summary>
/// <param name="fn">The function.</param>
public void SetConstraint(BaseConstraint fn)
{
constraint = fn;
}
/// <summary>
/// Initializes a new instance of the <see cref="OrConstraint"/> class.
/// </summary>
/// <param name="left">The left side.</param>
/// <param name="right">The right side.</param>
public OrConstraint(BaseConstraint left, BaseConstraint right)
: base(left, right)
{
}
/// <summary>
/// Initializes a new instance of the <see cref="OrConstraint"/> class.
/// </summary>
/// <param name="left">The left side.</param>
/// <param name="right">The right side.</param>
public OrConstraint(BaseConstraint left, BaseConstraint right)
: base(left, right)
{
}
private static string createMessage(BaseConstraint constraint)
{
return(string.Format("The compare methode of a constraint class can't be reentered during execution of the compare. The exception occurred in an instance of '{0}' with constraint: {1}.", constraint.GetType().ToString(), constraint.ConstraintToString()));
}
public ReEntryException(BaseConstraint constraint) : base(createMessage(constraint))
{
}
public PRelu(BaseInitializer alphaInitializer = null, BaseRegularizer alphaRegularizer = null, BaseConstraint alphaConstraint = null, params long[] sharedAxes)
: base("prelu")
{
AlphaInitializer = alphaInitializer ?? new Zeros();
AlphaRegularizer = alphaRegularizer;
AlphaConstraint = alphaConstraint;
pos_relu = new Relu();
neg_relu = new Relu();
}
public Conv3DTranspose(int filters, Tuple <int, int, int> kernalSize, int strides = 1, PaddingType padding = PaddingType.Same, Tuple <int, int, int> dialationRate = null,
ActType activation = ActType.Linear, BaseInitializer kernalInitializer = null,
BaseRegularizer kernalRegularizer = null, BaseConstraint kernalConstraint = null,
bool useBias = true, BaseInitializer biasInitializer = null, BaseRegularizer biasRegularizer = null, BaseConstraint biasConstraint = null)
: base("conv3d_transpose")
{
}
public ElementCollection Filter(BaseConstraint findBy)
{
return(new ElementCollection(domContainer, DoFilter(findBy)));
}
/// <summary>
/// Initializes a new instance of the <see cref="NotConstraint"/> class.
/// </summary>
/// <param name="baseConstraint">The base constraint.</param>
public NotConstraint(BaseConstraint baseConstraint)
{
this.baseConstraint = baseConstraint;
this.baseConstraint.NegationMessage = "not ";
}
public Conv3DTranspose(uint filters, Tuple <uint, uint, uint> kernalSize, uint strides = 1, PaddingType padding = PaddingType.Same, Tuple <uint, uint, uint> dialationRate = null,
ActivationType activation = ActivationType.Linear, BaseInitializer kernalInitializer = null,
BaseRegularizer kernalRegularizer = null, BaseConstraint kernalConstraint = null,
bool useBias = true, BaseInitializer biasInitializer = null, BaseRegularizer biasRegularizer = null, BaseConstraint biasConstraint = null)
: base(filters, kernalSize, strides, padding, dialationRate, activation, kernalInitializer, kernalRegularizer, kernalConstraint, useBias, biasInitializer
, biasRegularizer, biasConstraint)
{
Name = "conv3d_transpose";
}
public IConstraint And(BaseConstraint constraint)
{
constraints.Add(constraint);
return(this);
}
/// <summary>
/// Filters this collection with the specified find by.
/// </summary>
/// <param name="findBy">The <see cref="BaseConstraint"/> to filter this collection.</param>
/// <returns>A filtered <see cref="OptionCollection"/></returns>
public OptionCollection Filter(BaseConstraint findBy)
{
return(new OptionCollection(domContainer, DoFilter(findBy)));
}
/// <summary>
/// Initializes a new instance of the <see cref="NotConstraint"/> class.
/// </summary>
/// <param name="baseConstraint">The base constraint.</param>
public NotConstraint(BaseConstraint baseConstraint)
{
this.baseConstraint = baseConstraint;
this.baseConstraint.NegationMessage = "not ";
}
private static BaseConstraint Resolve(BaseConstraint constraint)
{
return(new NotConstraint(constraint));
}
