tf.reduce_sum用法
計算張量維度上的元素之和。
沿給定的“軸”減小“ input_tensor”。 除非“ keepdims”為真,否則對於“軸”中的每個條目,張量的秩都會降低1。 如果`keepdims`為true,則減小的維度保留為長度1。
如果`axis`為None,則縮小所有維度,並返回帶有單個元素的張量。
def reduce_sum_v1(input_tensor,
axis=None,
keepdims=None,
name=None,
reduction_indices=None,
keep_dims=None):
"""Computes the sum of elements across dimensions of a tensor.
Reduces `input_tensor` along the dimensions given in `axis`.
Unless `keepdims` is true, the rank of the tensor is reduced by 1 for each
entry in `axis`. If `keepdims` is true, the reduced dimensions
are retained with length 1.
If `axis` is None, all dimensions are reduced, and a
tensor with a single element is returned.
For example:
```python
x = tf.constant([[1, 1, 1], [1, 1, 1]])
tf.reduce_sum(x) # 6
tf.reduce_sum(x, 0) # [2, 2, 2]
tf.reduce_sum(x, 1) # [3, 3]
tf.reduce_sum(x, 1, keepdims=True) # [[3], [3]]
tf.reduce_sum(x, [0, 1]) # 6
```
Args:
input_tensor: The tensor to reduce. Should have numeric type.
axis: The dimensions to reduce. If `None` (the default),
reduces all dimensions. Must be in the range
`[-rank(input_tensor), rank(input_tensor))`.
keepdims: If true, retains reduced dimensions with length 1.
name: A name for the operation (optional).
reduction_indices: The old (deprecated) name for axis.
keep_dims: Deprecated alias for `keepdims`.
Returns:
The reduced tensor, of the same dtype as the input_tensor.
@compatibility(numpy)
Equivalent to np.sum apart the fact that numpy upcast uint8 and int32 to
int64 while tensorflow returns the same dtype as the input.
@end_compatibility
"""
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