ABSL_DEPRECATED(
    "Please use the other overload of this function which accepts structured "
    "inputs instead of strings")
// Converts a TensorFlow GraphDef contained in `input` param into a MLIR module.
// Creates MLIR entities into the given MLIR `context`.
absl::StatusOr<mlir::OwningOpRef<mlir::ModuleOp>>
GraphdefToMlirTranslateFunction(
    llvm::StringRef input, absl::string_view input_arrays,

                  absl::AbortedError("The input `min` must have float type."));
      OP_REQUIRES(context, context->input_type(i * 3 + 1) == DT_FLOAT,
                  absl::AbortedError("The input `max` must have float type."));
      OP_REQUIRES(
          context, context->input_type(i * 3 + 2) == DT_INT64,
          absl::AbortedError("The input `histogram` must have int64 type."));
    }
  }

    def "detects changes to #buildFileName scripts"() {
        given:
        def markerFile = file("input/marker")
        markerFile.text = "original"

        file(buildFileName) << """
            tasks.register("myTask") {
              ${variableDefinition} inputFile = file("input/marker")
              inputs.files(inputFile)
              outputs.files("build/marker")
              doLast {

        driver = _default_driver,
        features = [],
        exec_properties = {}):
    """Creates all plausible Lit tests (and their inputs) under this directory.

    Args:
      name: str, name of the test_suite rule to generate for running all tests.
      exclude: [str], paths to exclude (for tests and inputs).
      test_file_exts: [str], extensions for files that are tests.
      default_size: str, the test size for targets not in "size_override".

    const toco::ModelFlags& model_flags, toco::TocoFlags& toco_flags,
    const GraphDebugInfo& debug_info, const GraphDef& input,
    std::string* result) {
  using ::tflite::optimize::ReducedPrecisionSupport;
  mlir::MLIRContext context;
  GraphImportConfig specs;
  mlir::quant::QuantizationSpecs quant_specs;

  // Parse input arrays.
  std::vector<std::string> node_names;
  std::vector<std::string> node_dtypes;

extern const char* const kXlaClusterAttr;

// The attribute that marks certain inputs to a Node as required to be a
// constant at compile time.  If this attribute is present then the
// CompileTimeConstantInput information in the corresponding XlaOpKernel is
// ignored.
//
// The value for this attribute, if present, has to be a list of strings naming
// the inputs to the node that must be constant.

    $metadata is a serialized TPUCompileMetadataProto describing the shapes and types of the inputs to the computation, as well as a mapping onto the TPU pod topology.
    $constant_operand_indices are the indices of the inputs that are constant to the TPU program (e.g. weights in inference), the rest of the inputs are input tensors.
    constant_operand_indices is sorted in ascending order.

stdout 'this input caused a crash!'
go run check_testdata.go FuzzBool

# Running the fuzzer should find a crashing input quickly for a float.
! go test -run=FuzzFloat -fuzz=FuzzFloat -fuzztime=100x -fuzzminimizetime=1000x
stdout 'testdata[/\\]fuzz[/\\]FuzzFloat[/\\]'
stdout 'this input caused a crash!'
go run check_testdata.go FuzzFloat

# Running the fuzzer should find a crashing input quickly for a byte.

// CHECK:      node {
// CHECK-NEXT:   name: "identity"
// CHECK-NEXT:   op: "Identity"
// CHECK-NEXT:   input: "const"
// CHECK:      node {
// CHECK-NEXT:   name: "statefulpartitionedcall"
// CHECK-NEXT:   op: "StatefulPartitionedCall"
// CHECK-NEXT:   input: "const"
// CHECK-NEXT:   input: "args_1"
// CHECK:          key: "f"
// CHECK-NEXT:     value {
// CHECK-NEXT:       func {

// RUN: tf-mlir-translate -mlir-to-graphdef %s -o - | FileCheck %s

// CHECK:      name: "tf.ParseExample"
// CHECK-NEXT: op: "ParseExample"
// CHECK-NEXT: input: "tf.Const{{_.*_3}}"
// CHECK-NEXT: input: "tf.Const"
// CHECK-NEXT: input: "tf.Const{{_.*_1}}"
// CHECK-NEXT: input: "tf.Const{{_.*_2}}"
// CHECK-NEXT: attr {
// CHECK-NEXT:   key: "Ndense"
// CHECK-NEXT:   value {
// CHECK-NEXT:     i: 1
// CHECK-NEXT:   }
// CHECK-NEXT: }