Given quantized operand which was quantized using scales and zero_points, performs clip by value using min and max values.
If quantization_axis is -1 (per-tensor quantized), the entire operand is clipped using scalar min, max.
Otherwise (per-channel quantized), the clipping is also done per-channel.
Args
operand
A Tensor. Must be one of the following types: qint32.
Must be a Tensor of T.
min
A Tensor. Must have the same type as operand.
The min value(s) to clip operand. Must be a Tensor of T.
Must be a scalar Tensor if quantization_axis is -1 (per-tensor quantization), otherwise 1D Tensor of size (operand.dim_size(quantization_axis),) (per-axis quantization).
max
A Tensor. Must have the same type as operand.
The min value(s) to clip operand. Must be a Tensor of T.
Must be a scalar Tensor if quantization_axis is -1 (per-tensor quantization), otherwise 1D Tensor of size (operand.dim_size(quantization_axis),) (per-axis quantization).
scales
A Tensor of type float32.
The float value(s) used as scale(s) when quantizing operand, min and max.
Must be a scalar Tensor if quantization_axis is -1 (per-tensor quantization), otherwise 1D Tensor of size (operand.dim_size(quantization_axis),) (per-axis quantization).
zero_points
A Tensor of type int32.
The int32 value(s) used as zero_point(s) when quantizing operand, min and max.
Same shape condition as scales.
quantization_min_val
An int.
The quantization min value that was used when operand was quantized.
quantization_max_val
An int.
The quantization max value that was used when operand was quantized.
quantization_axis
An optional int. Defaults to -1.
Indicates the dimension index of the tensor where per-axis quantization is applied for the slices along that dimension.
If set to -1 (default), this indicates per-tensor quantization. Otherwise, it must be set within range [0, operand.dims()).
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2024-01-23 UTC."],[],[]]