Dequantize

Dequantize // Maps quantized input to real output

Description

Produces a tensor of element type type and the same shape as input where the value of each coordinate \(i\) of output is the corresponding coordinate of input minus zero_point quantity multiplied by scale. The coordinate \(j\) of scale and zero_point is the coordinate of output projected onto axes.

Inputs

Name

Element Type

Shape

input

Any quantized type

Any

scale

Same as output

input shape projected onto axes

zero_point | Same as input | input shape projected onto axes

Attributes

Name

Description

type

output element type; any real type

axes

Axis positions on which scale and zero_point are specified

Outputs

Name

Element Type

Shape

output

type

Same as input

Mathematical Definition

\[\mathtt{output}_{i,j} = (\mathtt{input}_{i,j} - \mathtt{zero_point}_{j}) \mathtt{scale}_{j}\]

C++ Interface

Warning

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