index_add¶
- paddle. index_add ( x, index, axis, value, name=None ) [source]
-
Adds the elements of the input tensor with value tensor by selecting the indices in the order given in index.
- Parameters
-
x (Tensor) – The Destination Tensor. Supported data types are int32, int64, float16, float32, float64.
index (Tensor) – The 1-D Tensor containing the indices to index. The data type of
index
must be int32 or int64.axis (int) – The dimension in which we index.
value (Tensor) – The tensor used to add the elements along the target axis.
name (str, optional) – For details, please refer to Name. Generally, no setting is required. Default: None.
- Returns
-
Tensor, same dimension and dtype with x.
Examples
>>> >>> import paddle >>> paddle.device.set_device('gpu') >>> input_tensor = paddle.to_tensor(paddle.ones((3, 3)), dtype="float32") >>> index = paddle.to_tensor([0, 2], dtype="int32") >>> value = paddle.to_tensor([[1, 1, 1], [1, 1, 1]], dtype="float32") >>> outplace_res = paddle.index_add(input_tensor, index, 0, value) >>> print(outplace_res) Tensor(shape=[3, 3], dtype=float32, place=Place(gpu:0), stop_gradient=True, [[2., 2., 2.], [1., 1., 1.], [2., 2., 2.]])