mindspore/docs/api/api_python/nn/mindspore.nn.F1.rst

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2021-12-04 18:37:47 +08:00
mindspore.nn.F1
2021-12-04 13:55:42 +08:00
=====================
.. py:class:: mindspore.nn.F1
计算F1 score。F1是Fbeta的特殊情况即beta为1。
有关更多详细信息,请参阅类:class:`mindspore.nn.Fbeta`
.. math::
F_1=\frac{2\cdot true\_positive}{2\cdot true\_positive + false\_negative + false\_positive}
**样例:**
>>> import numpy as np
>>> from mindspore import nn, Tensor
>>>
>>> x = Tensor(np.array([[0.2, 0.5], [0.3, 0.1], [0.9, 0.6]]))
>>> y = Tensor(np.array([1, 0, 1]))
>>> metric = nn.F1()
>>> metric.update(x, y)
>>> result = metric.eval()
>>> print(result)
[0.66666667 0.66666667]