// islands per replica of the replicate.
  llvm::SmallVector<tf_executor::IslandOp, 4> replicate_op_islands;
  getOperation().walk([&](tf_executor::GraphOp graph_op) {
    for (auto island_op : graph_op.getOps<tf_executor::IslandOp>()) {
      if (!island_op.WrapsSingleOp()) continue;

      if (isa<tf_device::ReplicateOp>(&island_op.GetBody().front()))
        replicate_op_islands.push_back(island_op);
    }
  });

        << ") as consumer - intentional?";
  });
}

bool PrepareQuantizePass::ContainsQuantizeOps(func::FuncOp func) {
  for (const auto& op : func.getOps()) {
    if (llvm::isa<quantfork::DequantizeCastOp>(op)) return true;
  }
  return false;
}

using PrepareQuantStats =
    quant::ConvertStatsToQDQs<quantfork::QuantizeCastOp,

	}

	// kubeadm allows users to specify address=Loopback as a selector for global unicast IP address that can be found on loopback interface.
	// e.g. This is required for network setups where default routes are present, but network interfaces use only link-local addresses (e.g. as described in RFC5549).
	if addressIP.IsLoopback() {

and delete replication should match to avoid inconsistent picture between the clusters. It is not recommended to turn on asymmetric replication - for e.g. if three sites A,B,C are participating in replication, it would be better to avoid replication setups like A -> [B, C], B -> A. In this particular example, an object uploaded to A will be replicated to B,C. If replica metadata sync is turned on in site B, any metadata updates on a replica version made in B would reflect in A, but not in C.

###...

  ASSERT_TRUE(module_op);

  auto func_op = module_op->lookupSymbol<func::FuncOp>("quantize");
  ASSERT_THAT(func_op, NotNull());

  auto uniform_quantize_op =
      *func_op.getOps<::mlir::stablehlo::UniformQuantizeOp>().begin();
  Value result = uniform_quantize_op.getResult();
  EXPECT_THAT(GetElementType(result), NotNull());
}

}  // namespace
}  // namespace quant

};

CoarseningAnalysis::CoarseningAnalysis(GraphOp graph) {
  // As an initial step, construct a merged island for each island in the
  // graph.
  for (IslandOp island : graph.SingleBlock::getBody()->getOps<IslandOp>())
    merged_islands_.push_back(MergedIsland(island));

  // Record the mapping from the island to the merge group as a secondary step,
  // as we are taking the address of the islands here and the push_back step

	rootDiskCount := 0
	for _, di := range disksInfo {
		if di.RootDisk {
			rootDiskCount++
		}
	}

	// Count offline disks as well to ensure consistent
	// reportability of offline drives on local setups.
	if len(disksInfo) == (rootDiskCount + offlineDisks.Sum()) {
		// Success.
		return onlineDisks, offlineDisks
	}

	// Root disk should be considered offline
	for i := range disksInfo {

----
> gradle sign -Psigning.secretKeyRingFile=/Users/me/.gnupg/secring.gpg -Psigning.password=secret -Psigning.keyId=24875D73
----

[[sec:in-memory-keys]]
=== Using in-memory ascii-armored keys

In some setups it is easier to use environment variables to pass the secret key and password used for signing.
For instance, when using a CI server to sign artifacts, securely providing the keyring file is often troublesome.

           quantization_method->has_weight_only_ptq();
  }
  return false;
}

SmallVector<func::FuncOp> GetSortedFunctions(ModuleOp module_op) {
  auto iterator_range = module_op.getOps<func::FuncOp>();
  SmallVector<func::FuncOp> func_ops(iterator_range.begin(),
                                     iterator_range.end());
  absl::c_sort(func_ops, [](func::FuncOp op1, func::FuncOp op2) {

			if err != nil {
				t.Error("Error reading generated file ", err)
				return
			}

			// apply minor modifications for the generated file so that tests are consistent
			// across different env setups
			err = os.WriteFile(fn, correctForEnvDifference(read, !c.checkLocality, out), 0o700)
			if err != nil {
				t.Error("Error modifying generated file ", err)
				return
			}