const FunctionDef* body_function_def = fld->Find(body_func.name());
  TF_RET_CHECK(body_function_def);

  if (!HasLiftedArgs(*body_function_def)) {
    return absl::OkStatus();
  }

  // Gather all lifted args.
  std::unique_ptr<FunctionBody> body_function_body;
  TF_RETURN_IF_ERROR(FunctionDefToBodyHelper(*body_function_def,
                                             AttrSlice(&body_func.attr()), fld,

// Condition 4 - shape of slice should be same with shape of input on the
// offset dimensions.
class RewriteQuantizedGatherOp : public OpRewritePattern<stablehlo::GatherOp> {
 public:
  using OpRewritePattern<stablehlo::GatherOp>::OpRewritePattern;

  LogicalResult match(stablehlo::GatherOp op) const override {
    const Type input_type = op.getOperand().getType();
    const Type output_type = op.getResult().getType();

            preset_method=_PresetMethod.METHOD_STATIC_RANGE_INT8
        ),
        tags=tags,
        signature_keys=['serving_default'],
        op_set=quant_opts_pb2.XLA,
        # Gather op is opt-outed if the size is smaller than the threshold.
        min_num_elements_for_weights=1024 if expect_quantized_gather else 8192,
    )

    data_gen = self._create_data_generator(

when the Lens is convex on one side and plane or concave on the other, or concave on both sides. [Illustration: FIG. 3.] AX. VI. _Homogeneal Rays which flow from several Points of any Object, and fall perpendicularly or almost perpendicularly on any reflecting or refracting Plane or spherical Surface, shall afterwards diverge from so many other Points, or be parallel to so many other Lines, or converge to so many other Points, either accurately or without any sensible Error. And the same thing will...

  `Take off your hat,' the King said to the Hatter.

  `It isn't mine,' said the Hatter.

  `Stolen!' the King exclaimed, turning to the jury, who
instantly made a memorandum of the fact.

  `I keep them to sell,' the Hatter added as an explanation;
`I've none of my own.  I'm a hatter.'

  Here the Queen put on her spectacles, and began staring at the
Hatter, who turned pale and fidgeted.

  `Take off your hat,' the King said to the Hatter.

  `It isn't mine,' said the Hatter.

  `Stolen!' the King exclaimed, turning to the jury, who
instantly made a memorandum of the fact.

  `I keep them to sell,' the Hatter added as an explanation;
`I've none of my own.  I'm a hatter.'

  Here the Queen put on her spectacles, and began staring at the
Hatter, who turned pale and fidgeted.

		// (https://go.dev/issue/62047).
		// TODO(bcmills): Figure out whether this behavior is still useful.
		//
		// b.WorkDir is always either trimmed or rewritten to
		// the literal string "/tmp/go-build".
	} else if !strings.HasPrefix(p.Dir, b.WorkDir) {
		// -trimpath is not set and no other rewrite rules apply,
		// so the object file may refer to the absolute directory
		// containing the package.
		fmt.Fprintf(h, "dir %s\n", p.Dir)

  // CHECK: %[[AXIS:.*]] = "tf.Const"() <{value = dense<0> : tensor<i32>}> : () -> tensor<i32>
  // CHECK: "tf.GatherV2"(%arg0, %arg1, %[[AXIS]]) <{batch_dims = 0 : i64}> {device = "/job:localhost/replica:0/task:0/device:GPU:0"} : (tensor<4x3xf32>, tensor<1x2xi32>, tensor<i32>) -> tensor<2x3xf32>
  %0 = "tf.Gather"(%params, %indices) {device = "/job:localhost/replica:0/task:0/device:GPU:0"} : (tensor<4x3xf32>, tensor<1x2xi32>) -> tensor<2x3xf32>

	podCache kubecontainer.Cache

	// os is a facade for various syscalls that need to be mocked during testing.
	os kubecontainer.OSInterface

	// Watcher of out of memory events.
	oomWatcher oomwatcher.Watcher

	// Monitor resource usage
	resourceAnalyzer serverstats.ResourceAnalyzer

	// Whether or not we should have the QOS cgroup hierarchy for resource management
	cgroupsPerQOS bool

	// src/cmd/go/internal/modcmd/vendor.go
	fold := str.ToFold(p.ImportPath)
	if other := foldPath[fold]; other == "" {
		foldPath[fold] = p.ImportPath
	} else if other != p.ImportPath {
		setError(ImportErrorf(p.ImportPath, "case-insensitive import collision: %q and %q", p.ImportPath, other))
		return
	}

	if !SafeArg(p.ImportPath) {