diff --git a/develop/doc/_sources/api/v2/fluid/layers.rst.txt b/develop/doc/_sources/api/v2/fluid/layers.rst.txt index d2bb7a8187ba7f1ae78a5337794a8882c96d2346..92ca1cf0f836a376387f3e6f2b5a24c78109323d 100644 --- a/develop/doc/_sources/api/v2/fluid/layers.rst.txt +++ b/develop/doc/_sources/api/v2/fluid/layers.rst.txt @@ -305,3 +305,10 @@ lstm_unit --------- .. autofunction:: paddle.v2.fluid.layers.lstm_unit :noindex: + + +sequence_softmax +--------- +.. autofunction:: paddle.v2.fluid.layers.sequence_softmax + :noindex: + diff --git a/develop/doc/api/v2/fluid/layers.html b/develop/doc/api/v2/fluid/layers.html index e80fbe3a64cc38e0bae4d7f426104b9ee9b900a1..786a530e2eb6be189e1d0c96f43335359436ba01 100644 --- a/develop/doc/api/v2/fluid/layers.html +++ b/develop/doc/api/v2/fluid/layers.html @@ -1198,6 +1198,47 @@ bias weights will be created and be set to default value. + +
+

sequence_softmaxΒΆ

+
+
+paddle.v2.fluid.layers.sequence_softmax(**kwargs)
+

Sequence Softmax Operator.

+

SequenceSoftmaxOp computes the softmax activation among all time-steps for each +sequence. The dimension of each time-step should be 1. Thus, the shape of +input Tensor can be either [N, 1] or [N], where N is the sum of the length +of all sequences.

+
+
The algorithm works as follows:
+
+
for i-th sequence in a mini-batch:
+
+
$$Out(X[lod[i]:lod[i+1]], :) =
+
frac{exp(X[lod[i]:lod[i+1], :])} +{sum(exp(X[lod[i]:lod[i+1], :]))}$$
+
+
+
+
+
+

For example, for a mini-batch of 3 sequences with variable-length, +each containing 2, 3, 2 time-steps, the lod of which is [0, 2, 5, 7], +then softmax will be computed among X[0:2, :], X[2:5, :], X[5:7, :] +and N turns out to be 7.

+ +++ + + + + + +
Parameters:x – (LoDTensor) 1-D or 2-D input LoDTensor with the 2-nd dimension of length 1. +Duplicable: False Optional: False
Returns:(LoDTensor) 1-D or 2-D output LoDTensor with the 2-nd dimension of length 1.
+
+
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\ No newline at end of file diff --git a/develop/doc_cn/_sources/api/v2/fluid/layers.rst.txt b/develop/doc_cn/_sources/api/v2/fluid/layers.rst.txt index d2bb7a8187ba7f1ae78a5337794a8882c96d2346..92ca1cf0f836a376387f3e6f2b5a24c78109323d 100644 --- a/develop/doc_cn/_sources/api/v2/fluid/layers.rst.txt +++ b/develop/doc_cn/_sources/api/v2/fluid/layers.rst.txt @@ -305,3 +305,10 @@ lstm_unit --------- .. autofunction:: paddle.v2.fluid.layers.lstm_unit :noindex: + + +sequence_softmax +--------- +.. autofunction:: paddle.v2.fluid.layers.sequence_softmax + :noindex: + diff --git a/develop/doc_cn/api/v2/fluid/layers.html b/develop/doc_cn/api/v2/fluid/layers.html index 6d349d334f1aff45e7ed40ad440d4571f91f89a4..6dfd1f6cfc9331196e52a462912cc946d6d19fcf 100644 --- a/develop/doc_cn/api/v2/fluid/layers.html +++ b/develop/doc_cn/api/v2/fluid/layers.html @@ -1217,6 +1217,47 @@ bias weights will be created and be set to default value. + +
+

sequence_softmaxΒΆ

+
+
+paddle.v2.fluid.layers.sequence_softmax(**kwargs)
+

Sequence Softmax Operator.

+

SequenceSoftmaxOp computes the softmax activation among all time-steps for each +sequence. The dimension of each time-step should be 1. Thus, the shape of +input Tensor can be either [N, 1] or [N], where N is the sum of the length +of all sequences.

+
+
The algorithm works as follows:
+
+
for i-th sequence in a mini-batch:
+
+
$$Out(X[lod[i]:lod[i+1]], :) =
+
frac{exp(X[lod[i]:lod[i+1], :])} +{sum(exp(X[lod[i]:lod[i+1], :]))}$$
+
+
+
+
+
+

For example, for a mini-batch of 3 sequences with variable-length, +each containing 2, 3, 2 time-steps, the lod of which is [0, 2, 5, 7], +then softmax will be computed among X[0:2, :], X[2:5, :], X[5:7, :] +and N turns out to be 7.

+ +++ + + + + + +
参数:x – (LoDTensor) 1-D or 2-D input LoDTensor with the 2-nd dimension of length 1. +Duplicable: False Optional: False
θΏ”ε›ž:(LoDTensor) 1-D or 2-D output LoDTensor with the 2-nd dimension of length 1.
+
+
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