# tf.nn.avg_pool2d

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| [![](https://www.tensorflow.org/images/GitHub-Mark-32px.png) View source on GitHub](https://github.com/tensorflow/tensorflow/blob/v2.14.0/tensorflow/python/ops/nn_ops.py#L4572-L4610) |

Performs the average pooling on the input.

    tf.nn.avg_pool2d(
        input, ksize, strides, padding, data_format='NHWC', name=None
    )

Each entry in `output` is the mean of the corresponding size `ksize`
window in `value`.

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| ## Args ||
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| `input` | A 4-D `Tensor` of shape `[batch, height, width, channels]` and type `float32`, `float64`, `qint8`, `quint8`, or `qint32`. |
| `ksize` | An int or list of `ints` that has length `1`, `2` or `4`. The size of the window for each dimension of the input tensor. |
| `strides` | An int or list of `ints` that has length `1`, `2` or `4`. The stride of the sliding window for each dimension of the input tensor. |
| `padding` | A string, either `'VALID'` or `'SAME'`. The padding algorithm. See [here](https://www.tensorflow.org/api_docs/python/tf/nn#notes_on_padding_2) for more information. |
| `data_format` | A string. 'NHWC' and 'NCHW' are supported. |
| `name` | Optional name for the operation. |

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| ## Returns ||
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| A `Tensor` with the same type as `value`. The average pooled output tensor. ||

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