OutputInputFreeScale,
  CustomScale,
};

// Each kernel signature has its own specification for scales.
struct KernelSpec {
  // Scale constraint
  ScaleConstraintType type;

  // Custom function to derive the scales. Only available when the scale
  // constraint is `CustomScale`.
  ScaleFn scale_fn;
};

class KernelSpecs {
 public:
  using Signature = llvm::SmallVector<quant::AnyQuantizedType, 4>;

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{
  "kind": "Scale",
  "apiVersion": "extensions/v1beta1",
  "metadata": {
    "name": "nameValue",
    "generateName": "generateNameValue",
    "namespace": "namespaceValue",
    "selfLink": "selfLinkValue",
    "uid": "uidValue",
    "resourceVersion": "resourceVersionValue",
    "generation": 7,
    "creationTimestamp": "2008-01-01T01:01:01Z",
    "deletionTimestamp": "2009-01-01T01:01:01Z",
    "deletionGracePeriodSeconds": 10,

		name   string
		i      int64Amount
		scaled Scale
		result int64
		ok     bool
	}{
		{"test when i.scale < scaled ", int64Amount{value: 100, scale: 0}, 5, 1, true},
		{"test when i.scale = scaled", int64Amount{value: 100, scale: 1}, 1, 100, true},
		{"test when i.scale > scaled and result doesn't overflow", int64Amount{value: 100, scale: 5}, 2, 100000, true},

UniformQuantizedPerAxisType CreateI8F32UniformQuantizedPerAxisType(
    Location loc, MLIRContext& context, ArrayRef<double> scales,
    ArrayRef<int64_t> zero_points, int quantization_dimension,
    bool narrow_range = false);

// Creates a `UniformQuantizedPerAxisType` with the given `scales` and
// `zero_points` values. The produced type has f32 as its expressed type and

      SmallVector<double>(scales), SmallVector<int64_t>(zero_points),
      quantization_dimension,
      /*storageTypeMin=*/llvm::minIntN(8) + (narrow_range ? 1 : 0),
      /*storageTypeMax=*/llvm::maxIntN(8));
}

UniformQuantizedPerAxisType CreateI32F32UniformQuantizedPerAxisType(
    const Location loc, MLIRContext& context, const ArrayRef<double> scales,

{
  "kind": "Scale",
  "apiVersion": "apps/v1beta2",
  "metadata": {
    "name": "nameValue",
    "generateName": "generateNameValue",
    "namespace": "namespaceValue",
    "selfLink": "selfLinkValue",
    "uid": "uidValue",
    "resourceVersion": "resourceVersionValue",
    "generation": 7,
    "creationTimestamp": "2008-01-01T01:01:01Z",
    "deletionTimestamp": "2009-01-01T01:01:01Z",
    "deletionGracePeriodSeconds": 10,
    "labels": {

apiVersion: apps/v1beta2
kind: Scale
metadata:
  annotations:
    annotationsKey: annotationsValue
  creationTimestamp: "2008-01-01T01:01:01Z"
  deletionGracePeriodSeconds: 10
  deletionTimestamp: "2009-01-01T01:01:01Z"
  finalizers:
  - finalizersValue
  generateName: generateNameValue
  generation: 7
  labels:
    labelsKey: labelsValue
  managedFields:
  - apiVersion: apiVersionValue
    fieldsType: fieldsTypeValue

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