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32959e03
编写于
12月 02, 2019
作者:
H
Huihuang Zheng
提交者:
GitHub
12月 02, 2019
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Add English Document for cond API (#21452)
Add English doc for cond
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python/paddle/fluid/layers/control_flow.py
python/paddle/fluid/layers/control_flow.py
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python/paddle/fluid/layers/control_flow.py
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32959e03
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@@ -1749,7 +1749,79 @@ def copy_var_to_parent_block(var, layer_helper):
def
cond
(
pred
,
true_fn
=
None
,
false_fn
=
None
,
name
=
None
):
"""
TODO:(huihuangzheng) developing
This API returns ``true_fn()`` if the predicate ``pred`` is true else
``false_fn()`` . Users could also set ``true_fn`` or ``false_fn`` to
``None`` if do nothing and this API will treat the callable simply returns
``None`` in this case.
``true_fn`` and ``false_fn`` should return same nest structure of tensors
or both return ``None`` if user doens't like to return anything. A nest
structure of tensors in PaddlePaddle is tensor(s), or tuple of tensors, or
list of tensors.
Note:
The tuples or lists in ``true_fn`` and ``false_fn`` must have same
shape because of dataflow model of PaddlePaddle while the tensors in the
tuples or the lists can have different shapes.
Args:
pred(Variable): A boolean tensor whose numel should be 1. The boolean
value determines whether to return the result of ``true_fn`` or
``false_fn``
true_fn(callable): A callable to be performed if ``pred`` is true
false_fn(callable): A callable to be performed if ``pred`` is false
name(str, optional): The default value is ``None``. Normally users
don't have to set this parameter. For more information, please
refer to :ref:`api_guide_Name`.
Raises:
TypeError: if ``true_fn`` or ``false_fn`` is not callable.
ValueError: if ``true_fn`` and ``false_fn`` doesn't return the same
nest structure of tensors.
Examples:
.. code-block:: python
import paddle.fluid as fluid
import paddle.fluid.layers as layers
from paddle.fluid.executor import Executor
from paddle.fluid.framework import Program, program_guard
#
# pseudocode:
# if 0.1 < 0.23:
# return 1, True
# else:
# return 3, 2
#
def true_func():
return layers.fill_constant(
shape=[1, 2], dtype='int32', value=1), layers.fill_constant(
shape=[2, 3], dtype='bool', value=True)
def false_func():
return layers.fill_constant(
shape=[3, 4], dtype='float32', value=3), layers.fill_constant(
shape=[4, 5], dtype='int64', value=2)
main_program = Program()
startup_program = Program()
with program_guard(main_program, startup_program):
x = layers.fill_constant(shape=[1], dtype='float32', value=0.1)
y = layers.fill_constant(shape=[1], dtype='float32', value=0.23)
pred = layers.less_than(x, y)
out = layers.cond(pred, true_func, false_func)
# out is a tuple containing 2 tensors
place = fluid.CUDAPlace(0) if fluid.core.is_compiled_with_cuda(
) else fluid.CPUPlace()
exe = fluid.Executor(place)
ret = exe.run(main_program, fetch_list=out)
# ret[0] = [[1 1]]
# ret[1] = [[ True True True]
# [ True True True]]
"""
helper
=
LayerHelper
(
'cond'
,
**
locals
())
true_output
=
None
...
...
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