// 3. Transpose to [4, 4, 2, 2, 3, 64]
  // 4. Reshape to [4, 4, 12, 64]
  auto filter = conv2d.getFilter();
  OpBuilder builder(conv2d);
  builder.setInsertionPoint(conv2d);
  // Book keeping filter information.
  auto filter_shape = mlir::cast<RankedTensorType>(filter.getType()).getShape();
  int64_t height = filter_shape[0];
  int64_t width = filter_shape[1];
  int64_t channel = filter_shape[2];

/**
 * This class is responsible for "normalizing" trusted PGP keys.
 * It tries to identify common super modules/groups/etc... which can
 * then be moved globally.
 *
 * It's worth noting that the result is _less strict_ than keeping all
 * trusted PGP keys at the artifact level, but it significantly reduces
 * the configuration file size and helps maintenance.
 */
class PgpKeyGrouper {
    private static final Splitter GROUP_SPLITTER = Splitter.on(".");

	for _, e := range errlist {
		if e != nil {
			errs = append(errs, e)
		}
	}
	if len(errs) == 0 {
		return nil
	}
	return aggregate(errs)
}

// This helper implements the error and Errors interfaces.  Keeping it private
// prevents people from making an aggregate of 0 errors, which is not
// an error, but does satisfy the error interface.
type aggregate []error

// Error is part of the error interface.

	// events that don't obviously happen serially (same M) in the stream ofevents.
	//
	// There are two of these so that we can reset the counter on each generation.
	// This saves space in the resulting trace by keeping the counter small and allows
	// GoStatus and GoCreate events to omit a sequence number (implicitly 0).
	seq [2]uint64
}

// acquireStatus acquires the right to emit a Status event for the scheduling resource.

        succeeds "verify", changeArg

        then:
        executedAndNotSkipped ":verify"
        notExecuted ":project-lib:jar", ":composite-lib:jar"

        when: "Keeping the change skips the task again"
        succeeds "verify", changeArg

        then:
        skipped ":verify"
        notExecuted ":project-lib:jar", ":composite-lib:jar"

	MOVD	p_base+8(FP), R1
	MOVD	p_len+16(FP), R2
	MOVD	·_K+0(SB), R3

	// long enough to prefetch
	PRFM	(R3), PLDL3KEEP
	// load digest
	VLD1	(R0), [V8.D2, V9.D2, V10.D2, V11.D2]
loop:
	// load digest in V0-V3 keeping original in V8-V11
	VMOV	V8.B16, V0.B16
	VMOV	V9.B16, V1.B16
	VMOV	V10.B16, V2.B16
	VMOV	V11.B16, V3.B16

	// load message data in V12-V19
	VLD1.P	64(R1), [V12.D2, V13.D2, V14.D2, V15.D2]

	cache             State
	checkpointManager checkpointmanager.CheckpointManager
	checkpointName    string
	initialContainers containermap.ContainerMap
}

// NewCheckpointState creates new State for keeping track of cpu/pod assignment with checkpoint backend
func NewCheckpointState(stateDir, checkpointName, policyName string, initialContainers containermap.ContainerMap) (State, error) {

   while also keeping file watchers on them. Envoy proxy then connects to istio-agent's SDS Server through the defined socket path and gets the cryptographic materials of the certificate files served by the SDS API.

Goals:
- Improve upgrade experience: users should be able to gradually roll upgrades, with proper
canary deployments for Istio components. It should be possible to deploy a new version while keeping the
stable version in place and gradually migrate apps to the new version.

- More flexibility: the new installer allows multiple 'environments', allowing applications to select

		removed = subs.Difference(have).Difference(haveAliases).Merge(removed)
	}

	if !w.Wildcard {
		// For on-demand, we may have requested a VIP but gotten Pod IPs back. We need to update
		// the internal book-keeping to subscribe to the Pods, so that we push updates to those Pods.
		w.ResourceNames = subs.Merge(have).UnsortedList()
	} else {
		// For wildcard, we record all resources that have been pushed and not removed