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# Copyright 2015 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ==============================================================================
"""## Hashing
String hashing ops take a string input tensor and map each element to an
integer.
@@string_to_hash_bucket_fast
@@string_to_hash_bucket_strong
@@string_to_hash_bucket
## Joining
String joining ops concatenate elements of input string tensors to produce a new
string tensor.
@@reduce_join
@@string_join
## Splitting
@@string_split
## Conversion
@@as_string
@@encode_base64
@@decode_base64
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import six
from tensorflow.python.framework import common_shapes
from tensorflow.python.framework import dtypes
from tensorflow.python.framework import ops
from tensorflow.python.framework import sparse_tensor
# pylint: disable=unused-import
from tensorflow.python.ops import gen_string_ops
# pylint: enable=unused-import
# go/tf-wildcard-import
# pylint: disable=wildcard-import
from tensorflow.python.ops.gen_string_ops import *
# pylint: enable=wildcard-import
def string_split(source, delimiter=" "): # pylint: disable=invalid-name
"""Split elements of `source` based on `delimiter` into a `SparseTensor`.
Let N be the size of source (typically N will be the batch size). Split each
element of `source` based on `delimiter` and return a `SparseTensor`
containing the splitted tokens. Empty tokens are ignored.
If `delimiter` is an empty string, each element of the `source` is split
into individual strings, each containing one byte. (This includes splitting
multibyte sequences of UTF-8.)
For example:
N = 2, source[0] is 'hello world' and source[1] is 'a b c', then the output
will be
st.indices = [0, 0;
0, 1;
1, 0;
1, 1;
1, 2]
st.shape = [2, 3]
st.values = ['hello', 'world', 'a', 'b', 'c']
Args:
source: `1-D` string `Tensor`, the strings to split.
delimiter: `0-D` string `Tensor`, the delimiter character, the string should
be length 0 or 1.
Returns:
A `SparseTensor` of rank `2`, the strings split according to the delimiter.
The first column of the indices corresponds to the row in `source` and the
second column corresponds to the index of the split component in this row.
Raises:
ValueError: If delimiter is not a single-byte character.
"""
if isinstance(delimiter, six.string_types) and len(delimiter) > 1:
raise ValueError("delimiter must be a single byte-character, got %s" %
delimiter)
delimiter = ops.convert_to_tensor(delimiter, dtype=dtypes.string)
source = ops.convert_to_tensor(source, dtype=dtypes.string)
# pylint: disable=protected-access
indices, values, shape = gen_string_ops._string_split(
source, delimiter=delimiter)
# pylint: enable=protected-access
indices.set_shape([None, 2])
values.set_shape([None])
shape.set_shape([2])
return sparse_tensor.SparseTensor(indices, values, shape)
ops.NotDifferentiable("StringToHashBucket")
ops.NotDifferentiable("StringToHashBucketFast")
ops.NotDifferentiable("StringToHashBucketStrong")
ops.NotDifferentiable("ReduceJoin")
ops.NotDifferentiable("StringJoin")
ops.NotDifferentiable("StringSplit")
ops.NotDifferentiable("AsString")
ops.NotDifferentiable("EncodeBase64")
ops.NotDifferentiable("DecodeBase64")
ops.RegisterShape("StringToHashBucket")(common_shapes.call_cpp_shape_fn)
ops.RegisterShape("StringToHashBucketFast")(common_shapes.call_cpp_shape_fn)
ops.RegisterShape("StringToHashBucketStrong")(common_shapes.call_cpp_shape_fn)
ops.RegisterShape("AsString")(common_shapes.call_cpp_shape_fn)
ops.RegisterShape("EncodeBase64")(common_shapes.call_cpp_shape_fn)
ops.RegisterShape("DecodeBase64")(common_shapes.call_cpp_shape_fn)
@ops.RegisterShape("ReduceJoin")
def _ReduceJoinShape(op):
return common_shapes.call_cpp_shape_fn(op, input_tensors_needed=[1])
ops.RegisterShape("StringJoin")(common_shapes.call_cpp_shape_fn)
ops.RegisterShape("StringSplit")(common_shapes.call_cpp_shape_fn)
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