from __future__ import absolute_import import ctypes from .._base import _LIB from .. import ndarray as _nd def max_pooling2d(in_arr, kernel_H, kernel_W, pooled_layer, padding=0, stride=1, stream=None): assert isinstance(in_arr, _nd.NDArray) assert isinstance(pooled_layer, _nd.NDArray) _LIB.DLGpuMax_Pooling2d(in_arr.handle, kernel_H, kernel_W, pooled_layer.handle, padding, stride, stream.handle if stream else None) def max_pooling2d_gradient(in_arr, in_grad_arr, kernel_H, kernel_W, out_grad_arr, padding=0, stride=1, stream=None): assert isinstance(in_arr, _nd.NDArray) assert isinstance(in_grad_arr, _nd.NDArray) assert isinstance(out_grad_arr, _nd.NDArray) _LIB.DLGpuMax_Pooling2d_gradient( in_arr.handle, in_grad_arr.handle, kernel_H, kernel_W, out_grad_arr.handle, padding, stride, stream.handle if stream else None)