return failure();
  }

  return success();
}

// Matches the inverse scales operand for the uniform_quantize and
// uniform_dequantize functions. Returns `failure()` if it doesn't match.
LogicalResult MatchInverseScalesOperand(Value inverse_scales) {
  if (!inverse_scales) {
    LLVM_DEBUG(llvm::dbgs() << "Inverse scales value is empty.\n");
    return failure();
  }

  auto inverse_scales_type =

  CPred<"$_self.cast<ElementsAttr>().getShapedType().getElementType().isF32()">, "float constant tensor">;

// Squash tfl.dequantize and tfl.quantize pairs.
// TODO(fengliuai): Compare the scale of input and output. This can also be
// squashed to a requantize op if the scales are different.
def : Pat<(TFL_QuantizeOp (TFL_DequantizeOp $in), $qt), (replaceWithValue $in)>;

// If the tfl.dequantize op wasn't fused, we shouldn't quantize the floating

						return Quantity{i: int64Amount{value: result, scale: Scale(scale)}, Format: format, s: str}, nil
					}
				default:
					if scale%3 == 0 && !strings.HasSuffix(shifted, "000") && shifted[0] != '0' {
						return Quantity{i: int64Amount{value: result, scale: Scale(scale)}, Format: format, s: str}, nil
					}
				}
				return Quantity{i: int64Amount{value: result, scale: Scale(scale)}, Format: format}, nil
			}
		}
	}

}

// +genclient
// +genclient:method=GetScale,verb=get,subresource=scale,result=Scale
// +genclient:method=UpdateScale,verb=update,subresource=scale,input=Scale,result=Scale
// +genclient:method=ApplyScale,verb=apply,subresource=scale,input=Scale,result=Scale
// +k8s:deepcopy-gen:interfaces=k8s.io/apimachinery/pkg/runtime.Object
// +k8s:prerelease-lifecycle-gen:introduced=1.8

      const IntegerType storage_type = builder.getIntegerType(BitWidth);
      const double scale = static_cast<double>(ScaleMantissa) *
                           std::pow(10.0, static_cast<double>(ScaleExp));
      return UniformQuantizedType::getChecked(
          Sign, storage_type, result_type.getElementType(), scale, ZeroPoint,
          StorageTypeMin, StorageTypeMax, builder.getUnknownLoc());
    }
  };
};

Marian Lobur <******@****.***> 1618829053 +0200

	// This can not be 0 if MaxSurge is 0.
	// By default, a fixed value of 1 is used.
	// Example: when this is set to 30%, the old RC can be scaled down by 30%
	// immediately when the rolling update starts. Once new pods are ready, old RC
	// can be scaled down further, followed by scaling up the new RC, ensuring
	// that at least 70% of original number of pods are available at all times
	// during the update.
	// +optional

      the third argument is the inverse scale constant (element type: float).
    * A tensor is dequantized using a `func::FuncOp` whose name contains
      "uniform_dequantize". The first argument is the tensor to be quantized,
      the second argument is the zero point constant (element type: int) and
      the third argument is the inverse scale constant (element type: float).

}

func (Scale) SwaggerDoc() map[string]string {
	return map_Scale
}

var map_ScaleSpec = map[string]string{
	"":         "ScaleSpec describes the attributes of a scale subresource",
	"replicas": "desired number of instances for the scaled object.",
}

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