tf.contrib.crf.crf_decode
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Decode the highest scoring sequence of tags in TensorFlow.
tf.contrib.crf.crf_decode(
potentials, transition_params, sequence_length
)
This is a function for tensor.
Args |
potentials
|
A [batch_size, max_seq_len, num_tags] tensor of
unary potentials.
|
transition_params
|
A [num_tags, num_tags] matrix of
binary potentials.
|
sequence_length
|
A [batch_size] vector of true sequence lengths.
|
Returns |
decode_tags
|
A [batch_size, max_seq_len] matrix, with dtype tf.int32 .
Contains the highest scoring tag indices.
|
best_score
|
A [batch_size] vector, containing the score of decode_tags .
|
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Last updated 2020-10-01 UTC.
[null,null,["Last updated 2020-10-01 UTC."],[],[],null,["# tf.contrib.crf.crf_decode\n\n\u003cbr /\u003e\n\n|-----------------------------------------------------------------------------------------------------------------------------------|\n| [View source on GitHub](https://github.com/tensorflow/tensorflow/blob/v1.15.0/tensorflow/contrib/crf/python/ops/crf.py#L519-L596) |\n\nDecode the highest scoring sequence of tags in TensorFlow. \n\n tf.contrib.crf.crf_decode(\n potentials, transition_params, sequence_length\n )\n\nThis is a function for tensor.\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Args ---- ||\n|---------------------|---------------------------------------------------------------------|\n| `potentials` | A \\[batch_size, max_seq_len, num_tags\\] tensor of unary potentials. |\n| `transition_params` | A \\[num_tags, num_tags\\] matrix of binary potentials. |\n| `sequence_length` | A \\[batch_size\\] vector of true sequence lengths. |\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Returns ------- ||\n|---------------|-----------------------------------------------------------------------------------------------------------------------------|\n| `decode_tags` | A \\[batch_size, max_seq_len\\] matrix, with dtype [`tf.int32`](../../../tf#int32). Contains the highest scoring tag indices. |\n| `best_score` | A \\[batch_size\\] vector, containing the score of `decode_tags`. |\n\n\u003cbr /\u003e"]]