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« prev ^ index » next coverage.py v7.4.0, created at 2024-01-03 07:57 +0000
« prev ^ index » next coverage.py v7.4.0, created at 2024-01-03 07:57 +0000
1# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
2#
3# Licensed under the Apache License, Version 2.0 (the "License");
4# you may not use this file except in compliance with the License.
5# You may obtain a copy of the License at
6#
7# http://www.apache.org/licenses/LICENSE-2.0
8#
9# Unless required by applicable law or agreed to in writing, software
10# distributed under the License is distributed on an "AS IS" BASIS,
11# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12# See the License for the specific language governing permissions and
13# limitations under the License.
14# ==============================================================================
15"""DLPack modules for Tensorflow."""
17from tensorflow.python import pywrap_tfe
18from tensorflow.python.eager import context
19from tensorflow.python.util.tf_export import tf_export
22@tf_export("experimental.dlpack.to_dlpack", v1=[])
23def to_dlpack(tf_tensor):
24 """Returns the dlpack capsule representing the tensor.
26 This operation ensures the underlying data memory is ready when returns.
28 ```python
29 a = tf.tensor([1, 10])
30 dlcapsule = tf.experimental.dlpack.to_dlpack(a)
31 # dlcapsule represents the dlpack data structure
32 ```
34 Args:
35 tf_tensor: Tensorflow eager tensor, to be converted to dlpack capsule.
37 Returns:
38 A PyCapsule named as dltensor, which shares the underlying memory to other
39 framework. This PyCapsule can be consumed only once.
40 """
41 return pywrap_tfe.TFE_ToDlpackCapsule(tf_tensor)
44@tf_export("experimental.dlpack.from_dlpack", v1=[])
45def from_dlpack(dlcapsule):
46 """Returns the Tensorflow eager tensor.
48 The returned tensor uses the memory shared by dlpack capsules from other
49 framework.
51 ```python
52 a = tf.experimental.dlpack.from_dlpack(dlcapsule)
53 # `a` uses the memory shared by dlpack
54 ```
56 Args:
57 dlcapsule: A PyCapsule named as dltensor
59 Returns:
60 A Tensorflow eager tensor
61 """
62 context.context().ensure_initialized()
63 return pywrap_tfe.TFE_FromDlpackCapsule(dlcapsule, context.context()._handle) # pylint: disable=protected-access