[WIP] GenericTensor 2.0 API Design #31
Description
Name of the type
For now we will assume it's Tensor. However it's opionated, because it might be useful to avoid calling it the same name as other libs.
Operations
Namespace: GenericTensor.Core.
Interfaces with method Invoke: () -> A
IAdditiveIdentity<A>
IMultiplicativeIdentity<A>
Interfaces with method Invoke: A -> B
INegate<A, B>
Interfaces with method Invoke: A x B -> C
IAdd<A, B, C>
ISubtract<A, B, C>
IMultiply<A, B, C>
IDivide<A, B, C>
Interfaces with method Invoke: A -> bool
IEqualsAdditiveIdentity<A>
Interfaces with method Invoke: A x B -> bool
IAreEqual<A, B>
Interfaces with method Invoke: A -> string
IToString<A>
Interfaces with method Invoke: A -> byte[]
ISerialize<A>
Interfaces with method Invoke: byte[] -> A
IDeserialize<A>
Tensor
The main type where all these methods will be is Tensor (but not Tensor<T>!).
Composition
static Tensor<T> Concat<T>(params Tensor<T>[] ts, int axis = -1);
byte[] Serialize<T, TSerializer>() where TSerializer : ISerialize<T>;
Tensor<T> Slice<T>(params Either<int, Index, Range>[] dims);
static Tensor<T> Stack<T>(params Tensor<T>[] ts);
Tensor<T> Transpose<T>(Tensor<T> a);
Tensor<T> Transpose<T>(Tensor<T> a, int axis1, int axis2);
void TransposeInplace(Tensor<T> a);
void TransposeInplace(Tensor<T> a, int axis1, int axis2);Math operations
...
Elementwise:
void AddPointwise<A, B, C, TAdder>(Tensor<A> a, Tensor<B> b, Tensor<C> destination) where TAdder : struct, IAdder<A, B, C>;
Tensor<C> AddPointwise<A, B, C, TAdder>(Tensor<A> a, Tensor<B> b) where TAdder : struct, IAdder<A, B, C>;