}

    /**
     * Creates a new exception from the specified interim result and its associated problems.
     *
     * @param result The interim result, may be {@code null}.
     */
    public ModelBuildingException(ModelBuildingResult result) {
        super(toMessage(result));
        this.result = result;
    }

    /**
     * Gets the interim result of the model building up to the point where it failed.
     *

<project>
<!-- tag::setproperty[] -->
<echo>buildDir = ${buildDir}</echo>
<!-- end::setproperty[] -->

<!-- tag::getproperty[] -->
<property name="antProp" value="a property defined in an Ant build"/>
<!-- end::getproperty[] -->

<!-- tag::setreference[] -->
<path refid="classpath"/>
<!-- end::setreference[] -->

<!-- tag::getreference[] -->
<path id="antPath" location="libs"/>
<!-- end::getreference[] -->

// CHECK-SAME:          %[[PAD_VAL:.*]]: tensor<f32>) -> tensor<1x64x114x114xf32> {
// CHECK:           %[[PAD:.*]] = stablehlo.pad %[[INPUT]], %[[PAD_VAL]],
// CHECK:               low = [0, 1, 1, 0], high = [0, 1, 1, 0], interior = [0, 0, 0, 0]
// CHECK:               : (tensor<1x112x112x64xf32>, tensor<f32>) -> tensor<1x114x114x64xf32>
// CHECK:           %[[TPOS:.*]] = stablehlo.transpose %[[PAD]], dims = [0, 3, 1, 2]

<project>
<!-- tag::setproperty[] -->
<echo>buildDir = ${buildDir}</echo>
<!-- end::setproperty[] -->

<!-- tag::getproperty[] -->
<property name="antProp" value="a property defined in an Ant build"/>
<!-- end::getproperty[] -->

<!-- tag::setreference[] -->
<path refid="classpath"/>
<!-- end::setreference[] -->

<!-- tag::getreference[] -->
<path id="antPath" location="libs"/>
<!-- end::getreference[] -->

  block->walk([&](Operation* op) {
    Operation* iter_op = op;
    while (iter_op && !llvm::isa<mlir::tf_device::ClusterOp>(iter_op)) {
      if (iter_op->hasAttrOfType<StringAttr>(kXlaOutsideCompilationAttr)) {
        return;
      }
      iter_op = iter_op->getParentOp();
    }

    if (!IsSupportedOp(*op, supported_ops, tf_dialect)) {

    // We have to recurse, since we might have wrapped a side-effectful operator
    // in a tfl::CustomTfOp.
    if (op.walk([&](Operation *inner_op) {
            return op_has_side_effects_(inner_op) ? WalkResult::interrupt()
                                                  : WalkResult::advance();
          }).wasInterrupted()) {
      ops_with_side_effects.push_back(&op);
    }
  }

            HashCode hash = streamHasher.hashCopy(input, output);
            chmodUnpackedFile(entry, file);
            String internedAbsolutePath = stringInterner.intern(file.getAbsolutePath());
            String internedFileName = stringInterner.intern(fileName);
            return new RegularFileSnapshot(internedAbsolutePath, internedFileName, hash, DefaultFileMetadata.file(output.getCount(), file.lastModified(), DIRECT));
        }

}

func doubleCheckHeapPointersInterior(x, interior, size, dataSize uintptr, typ *_type, header **_type, span *mspan) {
	bad := false
	if interior < x {
		print("runtime: interior=", hex(interior), " x=", hex(x), "\n")
		throw("found bad interior pointer")
	}
	off := interior - x
	tp := span.typePointersOf(interior, size)
	for i := off; i < off+size; i += goarch.PtrSize {

  for (Operation* cluster_op : cluster_ops) {
    cluster_op->moveBefore(body, body->end());
    cluster_op->walk([&](Operation* inner_op) {
      inner_op->removeAttr(mlir::TF::kReplicationInfoAttr);
      inner_op->removeAttr(mlir::TF::kCompileDeviceTypeAttr);

      if (auto attr = inner_op->getAttrOfType<StringAttr>(kDeviceAttr)) {
        // Preserve device attribute if the op is placed on a replicated core

Beim Ansehen von Benchmarks und Vergleichen sollten Sie jedoch Folgende Punkte beachten.

## Benchmarks und Geschwindigkeit