"""Defines types required for representative datasets for quantization."""

from collections.abc import Collection, Sized
import os
from typing import Iterable, Mapping, Optional, Union

import numpy as np

from tensorflow.compiler.mlir.quantization.tensorflow import quantization_options_pb2
from tensorflow.core.protobuf import meta_graph_pb2
from tensorflow.python.client import session

						Type:      v1.ServiceTypeNodePort,
						ClusterIP: "np",
						Ports: []v1.ServicePort{
							{Name: "https", Port: 443, TargetPort: intstr.FromInt32(1443)},
							{Port: 1234, TargetPort: intstr.FromInt32(1234)},
						},
					},
				},
			},
			endpoints: matchingEndpoints,

			clusterMode:  expectation{url: "https://np:443"},
			endpointMode: expectation{url: "https://127.0.0.1:1443"},
		},

	// argument list.
	var err error
	var n int
	for _, arg := range args {
		nv := &nvargs[n]
		if np, ok := arg.(NamedArg); ok {
			if err = validateNamedValueName(np.Name); err != nil {
				return nil, err
			}
			arg = np.Value
			nv.Name = np.Name
		}
		nv.Ordinal = n + 1
		nv.Value = arg

		// Checking sequence has four routes:
		// A: 1. Default

	if err = sysctl(mib, nil, &olen, qp, sz); err != nil {
		return nil, err
	}

	// Now that we know the size, get the actual nodes.
	nodes = make([]Sysctlnode, olen/sz)
	np := (*byte)(unsafe.Pointer(&nodes[0]))
	if err = sysctl(mib, np, &olen, qp, sz); err != nil {
		return nil, err
	}

	return nodes, nil
}

func nametomib(name string) (mib []_C_int, err error) {
	// Split name into components.

	{pkgpath: "pointer", name: "Int8Ptr", want: "type Int8Ptr *int8"},
	{pkgpath: "complexnums", name: "NN", want: "const NN untyped complex", wantval: "(-1 + -1i)"},
	{pkgpath: "complexnums", name: "NP", want: "const NP untyped complex", wantval: "(-1 + 1i)"},
	{pkgpath: "complexnums", name: "PN", want: "const PN untyped complex", wantval: "(1 + -1i)"},
	{pkgpath: "complexnums", name: "PP", want: "const PP untyped complex", wantval: "(1 + 1i)"},

	// Read counter data files.
	for _, cdf := range p.CounterDataFiles {
		if err := readcdf(cdf); err != nil {
			return err
		}
	}

	// Visit meta-data file.
	np := uint32(mfr.NumPackages())
	payload := []byte{}
	for pkIdx := uint32(0); pkIdx < np; pkIdx++ {
		var pd *decodemeta.CoverageMetaDataDecoder
		pd, payload, err = mfr.GetPackageDecoder(pkIdx, payload)
		if err != nil {

	// NB: packages in the meta-file will be in dependency order (basically
	// the order in which init files execute). Do we want an additional sort
	// pass here, say by packagepath?
	np := uint32(mfr.NumPackages())
	payload := []byte{}
	for pkIdx := uint32(0); pkIdx < np; pkIdx++ {
		var pd *decodemeta.CoverageMetaDataDecoder
		pd, payload, err = mfr.GetPackageDecoder(pkIdx, payload)
		if err != nil {

		}}
	}

	setIngressPorts := func(ports ...networking.NetworkPolicyPort) netpolTweak {
		return func(np *networking.NetworkPolicy) {
			if np.Spec.Ingress == nil {
				setIngressEmptyFirstElement(np)
			}
			np.Spec.Ingress[0].Ports = make([]networking.NetworkPolicyPort, len(ports))
			copy(np.Spec.Ingress[0].Ports, ports)
		}
	}

	setIngressFromPodSelector := func(k, v string) func(*networking.NetworkPolicy) {

	if len(meta) > maxMetaLen {
		return nil, fmt.Errorf("counter: metadata too large")
	}
	np := round(len(hdrPrefix), 4)
	n := round(np+4+len(meta), 32)
	hdr := make([]byte, n)
	copy(hdr, hdrPrefix)
	*(*uint32)(unsafe.Pointer(&hdr[np])) = uint32(n)
	copy(hdr[np+4:], meta)
	return hdr, nil
}

func (m *mappedFile) place(limit uint32, name string) (start, end uint32) {
	if limit == 0 {

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