# Copyright (c) 2020  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 paddle
import paddle.fluid as fluid


class ROIPooling(object):
    def __init__(self, pooled_height, pooled_width, spatial_scale):
        self.roipooling_layer_attrs = {
            "pooled_height": pooled_height,
            "pooled_width": pooled_width,
            "spatial_scale": spatial_scale
        }

    def __call__(self, x0, x1):
        slice_x1 = paddle.slice(input=x1, axes=[1], starts=[1], ends=[5])
        out = fluid.layers.roi_pool(
            input=x0, rois=slice_x1, **self.roipooling_layer_attrs)
        return out