Source code for mlprodict.onnxrt.ops_cpu.op_scaler

# -*- encoding: utf-8 -*-
# pylint: disable=E0203,E1101,C0111
"""
Runtime operator.


:githublink:`%|py|7`
"""
from ._op import OpRunUnary



[docs]class Scaler(OpRunUnary):

    atts = {'offset': None, 'scale': None}


[docs]    def __init__(self, onnx_node, desc=None, **options):
        OpRunUnary.__init__(self, onnx_node, desc=desc,
                            expected_attributes=Scaler.atts,
                            **options)



[docs]    def _run(self, x):  # pylint: disable=W0221
        return self._run_no_checks_(x)



[docs]    def _run_no_checks_(self, x):  # pylint: disable=W0221
        if self.inplaces.get(0, False):
            return self._run_inplace(x)
        return ((x - self.offset) * self.scale, )



[docs]    def _run_inplace(self, x):
        x -= self.offset
        x *= self.scale
        return (x, )



[docs]    def _infer_shapes(self, x):  # pylint: disable=W0221
        """
        Returns the same shape by default.


        :githublink:`%|py|35`
        """
        return (x, )