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【PaddlePaddle Hackathon 3 No.23】为 Paddle 新增 paddle.incubate.sparse.is…
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…_same_shape 稀疏 API (PaddlePaddle#45086)

* add paddle.incubate.sparse.is_same_shape

* add paddle.incubate.sparse.is_same_shape

* add paddle.incubate.sparse.is_same_shape

* add paddle.incubate.sparse.is_same_shape

* fix doc
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gsq7474741 authored and zhwesky2010 committed Oct 17, 2022
1 parent 5fba2a9 commit 69de807
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13 changes: 13 additions & 0 deletions paddle/fluid/pybind/eager_method.cc
Original file line number Diff line number Diff line change
Expand Up @@ -1588,6 +1588,15 @@ static PyObject* tensor_method_to_sparse_csr(TensorObject* self,
EAGER_CATCH_AND_THROW_RETURN_NULL
}

static PyObject* tensor_method_is_same_shape(TensorObject* self,
PyObject* args,
PyObject* kwargs) {
EAGER_TRY
auto other = CastPyArg2Tensor(PyTuple_GET_ITEM(args, 0), 0);
return ToPyObject(self->tensor.shape() == other.shape());
EAGER_CATCH_AND_THROW_RETURN_NULL
}

static PyObject* tensor__inplace_version(TensorObject* self,
PyObject* args,
PyObject* kwargs) {
Expand Down Expand Up @@ -1983,6 +1992,10 @@ PyMethodDef variable_methods[] = {
(PyCFunction)(void (*)(void))tensor_method_is_sparse_csr,
METH_VARARGS | METH_KEYWORDS,
NULL},
{"is_same_shape",
(PyCFunction)(void (*)(void))tensor_method_is_same_shape,
METH_VARARGS | METH_KEYWORDS,
NULL},
{"to_sparse_csr",
(PyCFunction)(void (*)(void))tensor_method_to_sparse_csr,
METH_VARARGS | METH_KEYWORDS,
Expand Down
125 changes: 125 additions & 0 deletions python/paddle/fluid/tests/unittests/test_sparse_is_same_shape.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,125 @@
# Copyright (c) 2022 PaddlePaddle 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.

from __future__ import print_function
import unittest

import paddle
from paddle.incubate.sparse.binary import is_same_shape


class TestSparseIsSameShapeAPI(unittest.TestCase):
"""
test paddle.incubate.sparse.is_same_shape
"""

def setUp(self):
self.shapes = [[2, 5, 8], [3, 4]]
self.tensors = [
paddle.rand(self.shapes[0]),
paddle.rand(self.shapes[0]),
paddle.rand(self.shapes[1])
]
self.sparse_dim = 2

def test_dense_dense(self):
self.assertTrue(is_same_shape(self.tensors[0], self.tensors[1]))
self.assertFalse(is_same_shape(self.tensors[0], self.tensors[2]))
self.assertFalse(is_same_shape(self.tensors[1], self.tensors[2]))

def test_dense_csr(self):
self.assertTrue(
is_same_shape(self.tensors[0], self.tensors[1].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[0], self.tensors[2].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[1], self.tensors[2].to_sparse_csr()))

def test_dense_coo(self):
self.assertTrue(
is_same_shape(self.tensors[0],
self.tensors[1].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[0],
self.tensors[2].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[1],
self.tensors[2].to_sparse_coo(self.sparse_dim)))

def test_csr_dense(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_csr(), self.tensors[1]))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_csr(), self.tensors[2]))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_csr(), self.tensors[2]))

def test_csr_csr(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_csr(),
self.tensors[1].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_csr(),
self.tensors[2].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_csr(),
self.tensors[2].to_sparse_csr()))

def test_csr_coo(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_csr(),
self.tensors[1].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_csr(),
self.tensors[2].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_csr(),
self.tensors[2].to_sparse_coo(self.sparse_dim)))

def test_coo_dense(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[1]))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[2]))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_coo(self.sparse_dim),
self.tensors[2]))

def test_coo_csr(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[1].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[2].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_coo(self.sparse_dim),
self.tensors[2].to_sparse_csr()))

def test_coo_coo(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[1].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[2].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_coo(self.sparse_dim),
self.tensors[2].to_sparse_coo(self.sparse_dim)))


if __name__ == "__main__":
unittest.main()
2 changes: 2 additions & 0 deletions python/paddle/incubate/sparse/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -42,6 +42,7 @@
from .binary import divide
from .binary import multiply
from .binary import subtract
from .binary import is_same_shape

from .multiary import addmm

Expand Down Expand Up @@ -77,4 +78,5 @@
'multiply',
'divide',
'coalesce',
'is_same_shape',
]
33 changes: 33 additions & 0 deletions python/paddle/incubate/sparse/binary.py
Original file line number Diff line number Diff line change
Expand Up @@ -414,3 +414,36 @@ def divide(x, y, name=None):
if y.dtype != x.dtype:
y = _C_ops.sparse_cast(y, None, x.dtype)
return _C_ops.sparse_divide(x, y)


@dygraph_only
def is_same_shape(x, y):
"""
Return the results of shape comparison between two Tensors, check whether x.shape equal to y.shape.
Any two type Tensor among DenseTensor/SparseCooTensor/SparseCsrTensor are supported.
Args:
x (Tensor): The input tensor. It can be DenseTensor/SparseCooTensor/SparseCsrTensor.
y (Tensor): The input tensor. It can be DenseTensor/SparseCooTensor/SparseCsrTensor.
Returns:
bool: True for same shape and False for different shape.
Examples:
.. code-block:: python
import paddle
x = paddle.rand([2, 3, 8])
y = paddle.rand([2, 3, 8])
y = y.to_sparse_csr()
z = paddle.rand([2, 5])
paddle.incubate.sparse.is_same_shape(x, y)
# True
paddle.incubate.sparse.is_same_shape(x, z)
# False
"""
return x.is_same_shape(y)

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