tf.keras.ops.max_pool
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Max pooling operation.
tf.keras.ops.max_pool( inputs, pool_size, strides=None, padding='valid', data_format=None )
Args |
inputs | Tensor of rank N+2. inputs has shape (batch_size,) + inputs_spatial_shape + (num_channels,) if data_format="channels_last" , or (batch_size, num_channels) + inputs_spatial_shape if data_format="channels_first" . Pooling happens over the spatial dimensions only. |
pool_size | int or tuple/list of integers of size len(inputs_spatial_shape) , specifying the size of the pooling window for each spatial dimension of the input tensor. If pool_size is int, then every spatial dimension shares the same pool_size . |
strides | int or tuple/list of integers of size len(inputs_spatial_shape) . The stride of the sliding window for each spatial dimension of the input tensor. If strides is int, then every spatial dimension shares the same strides . |
padding | string, either "valid" or "same" . "valid" means no padding is applied, and "same" results in padding evenly to the left/right or up/down of the input such that output has the same height/width dimension as the input when strides=1 . |
data_format | A string, either "channels_last" or "channels_first" . data_format determines the ordering of the dimensions in the inputs. If data_format="channels_last" , inputs is of shape (batch_size, ..., channels) while if data_format="channels_first" , inputs is of shape (batch_size, channels, ...) . |
Returns |
A tensor of rank N+2, the result of the max pooling operation. |
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Last updated 2024-06-07 UTC.
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