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Add shape op to get the shape of variable. #11048

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54 changes: 54 additions & 0 deletions paddle/fluid/operators/shape_op.cc
Original file line number Diff line number Diff line change
@@ -0,0 +1,54 @@
/* Copyright (c) 2018 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. */

#include "paddle/fluid/operators/shape_op.h"
#include "paddle/fluid/framework/op_registry.h"

namespace paddle {
namespace operators {

class ShapeOp : public framework::OperatorWithKernel {
public:
using framework::OperatorWithKernel::OperatorWithKernel;

void InferShape(framework::InferShapeContext *ctx) const override {
PADDLE_ENFORCE(ctx->HasInput("Input"),
"Input (Input) of get_shape op should not be null.");
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Also, need to check the Output.

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Thx. Fixed.

PADDLE_ENFORCE(ctx->HasOutput("Out"),
"Output (Out) of get_shape op should not be null.");
auto in_dim = ctx->GetInputDim("Input");
ctx->SetOutputDim("Out", {in_dim.size()});
}
};

class ShapeOpMaker : public framework::OpProtoAndCheckerMaker {
public:
void Make() override {
AddInput("Input", "(Tensor), The input tensor.");
AddOutput("Out", "(Tensor), The shape of input tensor.");
AddComment(R"DOC(
Shape Operator.
Get the shape of input tensor.
)DOC");
}
};

} // namespace operators
} // namespace paddle

namespace ops = paddle::operators;
REGISTER_OPERATOR(shape, ops::ShapeOp, ops::ShapeOpMaker,
paddle::framework::EmptyGradOpMaker);
REGISTER_OP_CPU_KERNEL(shape, ops::ShapeKernel<int>, ops::ShapeKernel<int64_t>,
ops::ShapeKernel<float>, ops::ShapeKernel<double>);
20 changes: 20 additions & 0 deletions paddle/fluid/operators/shape_op.cu
Original file line number Diff line number Diff line change
@@ -0,0 +1,20 @@
/* Copyright (c) 2018 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. */

#include "paddle/fluid/operators/shape_op.h"

REGISTER_OP_CUDA_KERNEL(shape, paddle::operators::ShapeKernel<int>,
paddle::operators::ShapeKernel<int64_t>,
paddle::operators::ShapeKernel<float>,
paddle::operators::ShapeKernel<double>);
38 changes: 38 additions & 0 deletions paddle/fluid/operators/shape_op.h
Original file line number Diff line number Diff line change
@@ -0,0 +1,38 @@
/* Copyright (c) 2016 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. */

#pragma once
#include <algorithm>
#include "paddle/fluid/framework/op_registry.h"

namespace paddle {
namespace operators {

using Tensor = framework::Tensor;

template <typename T>
class ShapeKernel : public framework::OpKernel<T> {
public:
void Compute(const framework::ExecutionContext& ctx) const override {
auto* in_t = ctx.Input<Tensor>("Input");
auto* out_t = ctx.Output<Tensor>("Out");
auto out_data = out_t->mutable_data<int64_t>(platform::CPUPlace());
auto in_dims = in_t->dims();
for (int i = 0; i < in_dims.size(); ++i) {
out_data[i] = in_dims[i];
}
}
};
} // namespace operators
} // namespace paddle
1 change: 1 addition & 0 deletions python/paddle/fluid/layers/ops.py
Original file line number Diff line number Diff line change
Expand Up @@ -71,6 +71,7 @@
'cumsum',
'scatter',
'sum',
'shape',
] + __activations__

for _OP in set(__all__):
Expand Down
47 changes: 47 additions & 0 deletions python/paddle/fluid/tests/unittests/test_shape_op.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,47 @@
# Copyright (c) 2018 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.

import unittest
import numpy as np
from op_test import OpTest


class TestShapeOp(OpTest):
def setUp(self):
self.op_type = "shape"
self.config()
self.shape = [2, 3]
input = np.zeros(self.shape)
self.inputs = {'Input': input}
self.outputs = {'Out': np.array(self.shape)}

def config(self):
self.shape = [2, 3]

def test_check_output(self):
self.check_output()


class case1(TestShapeOp):
def config(self):
self.shape = [2]


class case2(TestShapeOp):
def config(self):
self.shape = [1, 2, 3]


if __name__ == '__main__':
unittest.main()