.two-column-summary {
    display: grid;
    grid-template-columns: minmax(25%, max-content) minmax(25%, auto);
}
.three-column-summary {
    display: grid;
    grid-template-columns: minmax(15%, max-content) minmax(20%, max-content) minmax(20%, auto);
}
.three-column-release-summary {
    display: grid;
    grid-template-columns: minmax(40%, max-content) minmax(10%, max-content) minmax(40%, auto);
}
.four-column-summary {

#include "tensorflow/compiler/mlir/quantization/tensorflow/quantization_options.pb.h"

namespace tensorflow {
namespace calibrator {

using ::stablehlo::quantization::CalibrationOptions;

// MinMax calibration calculates the global min and global max values.
// global min = min of given sample inputs
// global max = max of given sample inputs
class CalibrationStatisticsCollectorMinMax

    min_value, max_value = mse_min[1], mse_min[2]
    return min_value, max_value


@_implements(_CalibrationMethod.CALIBRATION_METHOD_MIN_MAX)
class _MinMax(_CalibrationAlgorithmBase):
  """MinMaxCalibrationAlgorithm for calculating min and max values of calibration result.

  MinMax calibration calculates the global min and global max values.

  global min = min of given sample inputs
  global max = max of given sample inputs
  """

// While the last several tensors could be optional tensors for an tfl op, the
// number of input operands could vary. This function gets the min/max number of
// operands from tflite op name.
llvm::MinMax OperandNumbersMinMax(llvm::StringRef op_name);

// Populates the `custom_code` and `custom_options` to attributes.
// `custom_code` is used to identify CustomOp.

		case ir.OCONV:
			n := n.(*ir.ConvExpr)
			return ssagen.Arch.SoftFloat && (isSoftFloat(n.Type()) || isSoftFloat(n.X.Type()))

		case ir.OMIN, ir.OMAX:
			// string or float requires runtime call, see (*ssagen.state).minmax method.
			return n.Type().IsString() || n.Type().IsFloat()

		case ir.OLITERAL, ir.ONIL, ir.ONAME, ir.OLINKSYMOFFSET, ir.OMETHEXPR,
			ir.OAND, ir.OANDNOT, ir.OLSH, ir.OOR, ir.ORSH, ir.OXOR, ir.OCOMPLEX, ir.OMAKEFACE,

// Return true if the op has non-empty "minmax" attribute.
static inline bool HasValidMinMaxAttribute(Operation* op) {
  auto minmax = op->getAttrOfType<ArrayAttr>("minmax");
  return minmax && minmax.getValue().size() == 2;
}

namespace {

/// This pattern matches and remove a tfl.fake_quant if all the users of this op
/// and itself have "minmax" attribute set.

:"12",13:"13"},gridTemplateColumns:{none:"none",subgrid:"subgrid",1:"repeat(1, minmax(0, 1fr))",2:"repeat(2, minmax(0, 1fr))",3:"repeat(3, minmax(0, 1fr))",4:"repeat(4, minmax(0, 1fr))",5:"repeat(5, minmax(0, 1fr))",6:"repeat(6, minmax(0, 1fr))",7:"repeat(7, minmax(0, 1fr))",8:"repeat(8, minmax(0, 1fr))",9:"repeat(9, minmax(0, 1fr))",10:"repeat(10, minmax(0, 1fr))",11:"repeat(11, minmax(0, 1fr))",12:"repeat(12, minmax(0, 1fr))"},gridTemplateRows:{none:"none",subgrid:"subgrid",1:"repeat(1, minmax(0,...

			pvc:        validPersistentVolumeClaim("pvc-no-minmax-storage-request", getVolumeResourceRequirements(getStorageResourceList("100Gi"), getStorageResourceList(""))),
			limitRange: createLimitRange(api.LimitTypePersistentVolumeClaim, getStorageResourceList(""), getStorageResourceList(""), api.ResourceList{}, api.ResourceList{}, api.ResourceList{}),
		},
		{

    int oneBased = ~~(index + 1); // for GWT
    checkState(oneBased > 0, "negative index");
    return (oneBased & EVEN_POWERS_OF_TWO) > (oneBased & ODD_POWERS_OF_TWO);
  }

  /**
   * Returns {@code true} if the MinMax heap structure holds. This is only used in testing.
   *
   * <p>TODO(kevinb): move to the test class?
   */
  @VisibleForTesting
  boolean isIntact() {
    for (int i = 1; i < size; i++) {

    int oneBased = ~~(index + 1); // for GWT
    checkState(oneBased > 0, "negative index");
    return (oneBased & EVEN_POWERS_OF_TWO) > (oneBased & ODD_POWERS_OF_TWO);
  }

  /**
   * Returns {@code true} if the MinMax heap structure holds. This is only used in testing.
   *
   * <p>TODO(kevinb): move to the test class?
   */
  @VisibleForTesting
  boolean isIntact() {
    for (int i = 1; i < size; i++) {