Multiplies slices of two tensors in batches.
Multiplies all slices of `Tensor` `x` and `y` (each slice can be viewed as an element of a batch), and arranges the individual results in a single output tensor of the same batch size. Each of the individual slices can optionally be adjointed (to adjoint a matrix means to transpose and conjugate it) before multiplication by setting the `adj_x` or `adj_y` flag to `True`, which are by default `False`.
The input tensors `x` and `y` are 2-D or higher with shape `[..., r_x, c_x]` and `[..., r_y, c_y]`.
The output tensor is 2-D or higher with shape `[..., r_o, c_o]`, where:
r_o = c_x if adj_x else r_x c_o = r_y if adj_y else c_y
It is computed as:
output[..., :, :] = matrix(x[..., :, :]) * matrix(y[..., :, :])
NOTE: `BatchMatMulV3` supports broadcasting in the batch dimensions. More about broadcasting [here](http://docs.scipy.org/doc/numpy/user/basics.broadcasting.html).
Nested Classes
| class | BatchMatMulV3.Options | Optional attributes for BatchMatMulV3
|
|
Public Methods
| static BatchMatMulV3.Options |
adjX(Boolean adjX)
|
| static BatchMatMulV3.Options |
adjY(Boolean adjY)
|
| Output<V> |
asOutput()
Returns the symbolic handle of a tensor.
|
| static <V, T, U> BatchMatMulV3<V> |
create(Scope scope, Operand<T> x, Operand<U> y, Class<V> Tout, Options... options)
Factory method to create a class wrapping a new BatchMatMulV3 operation.
|
| static BatchMatMulV3.Options |
gradX(Boolean gradX)
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| static BatchMatMulV3.Options |
gradY(Boolean gradY)
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| Output<V> |
output()
3-D or higher with shape `[..., r_o, c_o]`
|
Inherited Methods
Public Methods
public static BatchMatMulV3.Options adjX (Boolean adjX)
Parameters
| adjX | If `True`, adjoint the slices of `x`. Defaults to `False`. |
|---|
public static BatchMatMulV3.Options adjY (Boolean adjY)
Parameters
| adjY | If `True`, adjoint the slices of `y`. Defaults to `False`. |
|---|
public Output<V> asOutput ()
Returns the symbolic handle of a tensor.
Inputs to TensorFlow operations are outputs of another TensorFlow operation. This method is used to obtain a symbolic handle that represents the computation of the input.
public static BatchMatMulV3<V> create (Scope scope, Operand<T> x, Operand<U> y, Class<V> Tout, Options... options)
Factory method to create a class wrapping a new BatchMatMulV3 operation.
Parameters
| scope | current scope |
|---|---|
| x | 2-D or higher with shape `[..., r_x, c_x]`. |
| y | 2-D or higher with shape `[..., r_y, c_y]`. |
| Tout | If not spcified, Tout is the same type to input type. |
| options | carries optional attributes values |
Returns
- a new instance of BatchMatMulV3