tf.raw_ops.LSTMBlockCellGrad

Computes the LSTM cell backward propagation for 1 timestep.

View aliases

Compat aliases for migration

See Migration guide for more details.

tf.compat.v1.raw_ops.LSTMBlockCellGrad

tf.raw_ops.LSTMBlockCellGrad(
    x, cs_prev, h_prev, w, wci, wcf, wco, b, i, cs, f, o, ci, co, cs_grad, h_grad,
    use_peephole, name=None
)

This implementation is to be used in conjunction of LSTMBlockCell.

Args
x	A Tensor. Must be one of the following types: half, float32. The input to the LSTM cell, shape (batch_size, num_inputs).
cs_prev	A Tensor. Must have the same type as x. The previous cell state.
h_prev	A Tensor. Must have the same type as x. The previous h state.
w	A Tensor. Must have the same type as x. The weight matrix.
wci	A Tensor. Must have the same type as x. The weight matrix for input gate peephole connection.
wcf	A Tensor. Must have the same type as x. The weight matrix for forget gate peephole connection.
wco	A Tensor. Must have the same type as x. The weight matrix for output gate peephole connection.
b	A Tensor. Must have the same type as x. The bias vector.
i	A Tensor. Must have the same type as x. The input gate.
cs	A Tensor. Must have the same type as x. The cell state before the tanh.
f	A Tensor. Must have the same type as x. The forget gate.
o	A Tensor. Must have the same type as x. The output gate.
ci	A Tensor. Must have the same type as x. The cell input.
co	A Tensor. Must have the same type as x. The cell after the tanh.
cs_grad	A Tensor. Must have the same type as x. The current gradient of cs.
h_grad	A Tensor. Must have the same type as x. The gradient of h vector.
use_peephole	A bool. Whether the cell uses peephole connections.
name	A name for the operation (optional).

Returns
A tuple of Tensor objects (cs_prev_grad, dicfo, wci_grad, wcf_grad, wco_grad).
cs_prev_grad	A Tensor. Has the same type as x.
dicfo	A Tensor. Has the same type as x.
wci_grad	A Tensor. Has the same type as x.
wcf_grad	A Tensor. Has the same type as x.
wco_grad	A Tensor. Has the same type as x.