## Overview

MLIR, or Multi-Level Intermediate Representation, is a representation format
and library of compiler utilities that sits between the model representation
and low-level compilers/executors that generate hardware-specific code.

MLIR is, at its heart, a flexible infrastructure for modern optimizing
compilers. This means it consists of a specification for intermediate
representations (IR) and a code toolkit to perform transformations on that

            cache.clear();
        }
    }

    /**
     * The immutable state of a configuration's dependencies and excludes. This type tracks
     * the internal representations, after they have been converted from their DSL representations.
     */
    class DependencyState {
        public final ImmutableList<LocalOriginDependencyMetadata> dependencies;
        public final ImmutableSet<LocalFileDependencyMetadata> files;

WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
*/

// Package volume includes internal representations of external volume types
// as well as utility methods required to mount/unmount volumes to kubelets.

<http://dl.min.io> - they are only published for `linux-amd64` architecture as binary files with the suffix `.fips`. We also publish corresponding container images to our official image repositories.

We are not making any statements or representations about the suitability of this code or build in relation to the FIPS 140-2 standard. Interested users will have to evaluate for themselves whether this is useful for their own purposes....

// ExprString returns the (possibly shortened) string representation for x.
// Shortened representations are suitable for user interfaces but may not
// necessarily follow Go syntax.
func ExprString(x ast.Expr) string {
	var buf bytes.Buffer
	WriteExpr(&buf, x)
	return buf.String()
}

// WriteExpr writes the (possibly shortened) string representation for x to buf.
// Shortened representations are suitable for user interfaces but may not

namespace tensorflow::saved_model {

// TODO(b/229726259) Switch to OSS version after it's available.
// Simple implementation of a proto matcher comparing string representations.
// Only works as ShapeProto's textual representation is deterministic.
class ProtoStringMatcher {
 public:
  explicit ProtoStringMatcher(const tensorflow::protobuf::Message& expected)
      : expected_(expected.DebugString()) {}

  abilities (with output to, among other things, TPUs).
* An experimental affine dialect, which focuses on
  [polyhedral representations](https://en.wikipedia.org/wiki/Polytope_model)
  and optimizations.
* LLVM IR, which has a 1:1 mapping between it and LLVM’s own representation,
  allowing MLIR to emit GPU and CPU code through LLVM.
* TensorFlow Lite, which will translate to running code on mobile platforms.

// Use of this source code is governed by a BSD-style
// license that can be found in the LICENSE file.

// Package encoding defines interfaces shared by other packages that
// convert data to and from byte-level and textual representations.
// Packages that check for these interfaces include encoding/gob,
// encoding/json, and encoding/xml. As a result, implementing an
// interface once can make a type useful in multiple encodings.

/// Represents a version 2 SavedModel that is loaded from storage (but not yet
/// loaded into an executable in-memory representation).
class SavedModelV2Bundle {
 public:
  using RestoreObjectsCallback =
      std::function<Status(int, const TrackableObjectGraph::TrackableObject&)>;

  /// Loads persistent representations for a SavedModelV2 from the specified
  /// export directory.

This mode is not part of the [Go 1 compatibility rules](https://go.dev/doc/go1compat),
and it may change incompatibly or break in other ways at any time.

To be clear, we are not making any statements or representations about
the suitability of this code in relation to the FIPS 140 standard.
Interested users will have to evaluate for themselves whether the code
is useful for their own purposes.

---