def test_forward(self):
arr = np.random.rand(4, 4, 3)
s = PoolingLayerSettings(in_shape=arr.shape, filter_size=2, stride=2)
l = _PoolingLayer(s)
res = l.forward(arr)
print(arr[:, :, 0])
print(arr[:, :, 1])
print(arr[:, :, 2])
print('-----------')
print(res[:, :, 0])
print(res[:, :, 1])
print(res[:, :, 2])
def test_backward(self):
arr = np.random.rand(4, 4, 3)
s = PoolingLayerSettings(in_shape=arr.shape, filter_size=2, stride=2)
l = _PoolingLayer(s)
l.next_layer = object()
res_forw = l.forward(arr)
res_back = l.backward(np.ones(s.out_shape))
print(arr[:, :, 0])
print(arr[:, :, 1])
print(arr[:, :, 2])
print('-----------')
print(res_forw[:, :, 0])
print(res_forw[:, :, 1])
print(res_forw[:, :, 2])
print('-----------')
print(res_back[:, :, 0])
print(res_back[:, :, 1])
print(res_back[:, :, 2])