#include <cstdint>
#include <cstring>
#include <memory>
#include <optional>
#include <utility>
#include <vector>

#include <gtest/gtest.h>
#include "absl/log/check.h"
#include "absl/random/random.h"
#include "absl/status/status.h"
#include "absl/strings/string_view.h"
#include "absl/types/span.h"
#include "llvm/Support/Casting.h"
#include "mlir/Dialect/Func/IR/FuncOps.h"  // from @llvm-project

#define TENSORFLOW_COMPILER_MLIR_QUANTIZATION_TENSORFLOW_QUANTIZE_PREPROCESS_H_

#include <cstdint>
#include <optional>
#include <string>

#include "absl/container/flat_hash_set.h"
#include "absl/status/status.h"
#include "absl/strings/string_view.h"
#include "mlir/IR/BuiltinOps.h"  // from @llvm-project
#include "mlir/IR/MLIRContext.h"  // from @llvm-project
#include "mlir/Pass/PassManager.h"  // from @llvm-project

#include "tensorflow/cc/saved_model/reader.h"

#include <memory>
#include <string>
#include <unordered_set>
#include <utility>

#include "absl/memory/memory.h"
#include "absl/status/statusor.h"
#include "tensorflow/cc/saved_model/constants.h"
#include "tensorflow/cc/saved_model/metrics.h"
#include "tensorflow/cc/saved_model/util.h"
#include "tensorflow/core/framework/attr_value.pb.h"

    return absl::Substitute("$0 $1", VariableType(), attr_.name());
  }
  return absl::Substitute("$0 $1 = $2", VariableType(), attr_.name(),
                          default_value);
}

string AttrView::SetterMethod() const {
  if (!attr_.is_list()) {
    return absl::StrCat("SetAttr", toUpperCamel(attr_.full_type()));
  } else {

    ++output_num;
  }
  return absl::OkStatus();
}

absl::StatusOr<std::vector<XlaCompiler::Argument>>
XlaComputationLaunchContext::BuildXlaCompilerArguments(
    absl::Span<int const> must_be_constant_idxs,
    absl::Span<const Tensor* const> inputs,
    absl::Span<VariableInfo const> variable_args, Device* device) {
  if (!must_be_constant_idxs.empty() &&
      !absl::c_is_sorted(must_be_constant_idxs)) {

#include <memory>
#include <optional>
#include <set>
#include <string>
#include <string_view>
#include <tuple>
#include <utility>

#include "absl/container/flat_hash_map.h"
#include "absl/status/status.h"
#include "absl/status/statusor.h"
#include "absl/strings/str_cat.h"
#include "absl/types/optional.h"
#include "tensorflow/compiler/jit/device_compilation_profiler.h"
#include "tensorflow/compiler/jit/device_compiler.h"

#include <array>
#include <memory>
#include <string>
#include <unordered_set>
#include <vector>

#include "absl/base/nullability.h"
#include "absl/container/flat_hash_map.h"
#include "absl/status/status.h"
#include "absl/status/statusor.h"
#include "absl/strings/string_view.h"
#include "mlir/IR/BuiltinOps.h"  // from @llvm-project
#include "mlir/IR/MLIRContext.h"  // from @llvm-project

#include <memory>
#include <string>
#include <unordered_set>
#include <utility>
#include <vector>

#include "absl/base/nullability.h"
#include "absl/container/flat_hash_map.h"
#include "absl/log/log.h"
#include "absl/status/status.h"
#include "absl/status/statusor.h"
#include "absl/strings/str_cat.h"
#include "absl/strings/string_view.h"
#include "mlir/IR/BuiltinOps.h"  // from @llvm-project

  Renderer TFStatement(absl::string_view text, const Args &...args) {
    return TFStatement(absl::Substitute(text, args...));
  }

  // Indent and append a C++ single-line style comment (using '//').
  Renderer &CommentLine(const string &text = "");
  template <typename... Args>
  Renderer CommentLine(absl::string_view text, const Args &...args) {
    return CommentLine(absl::Substitute(text, args...));
  }

        "//tensorflow/lite/kernels/internal:tensor_utils",
        "//tensorflow/lite/tools/optimize:quantization_utils",
        "@com_google_absl//absl/container:flat_hash_map",
        "@com_google_absl//absl/container:flat_hash_set",
        "@com_google_absl//absl/memory",
        "@com_google_absl//absl/strings",
        "@llvm-project//llvm:Support",
        "@llvm-project//mlir:ArithDialect",
        "@llvm-project//mlir:FuncDialect",