// CHECK-NEXT:       name: "input1:0",
// CHECK-NEXT:       quantization: {
// CHECK-EMPTY:
// CHECK-NEXT:      },
// CHECK-NEXT:      shape_signature: [ -1 ],
// CHECK-NEXT:      has_rank: true
// CHECK-NEXT:    }, {
// CHECK-NEXT:      shape: [ 1 ],
// CHECK-NEXT:      buffer: 2,
// CHECK-NEXT:      name: "input2:0",
// CHECK-NEXT:      quantization: {
// CHECK-EMPTY:
// CHECK-NEXT:      },

#include "absl/types/span.h"
#include "tensorflow/compiler/mlir/quantization/stablehlo/quantization_config.pb.h"
#include "tensorflow/compiler/mlir/quantization/tensorflow/calibrator/calibration_statistics.pb.h"
#include "tensorflow/compiler/mlir/quantization/tensorflow/calibrator/calibration_statistics_collector_average_min_max.h"
#include "tensorflow/compiler/mlir/quantization/tensorflow/calibrator/calibration_statistics_collector_base.h"

#include "tensorflow/compiler/mlir/init_mlir.h"
#include "tensorflow/compiler/mlir/lite/quantization/ir/QuantOps.h"
#include "tensorflow/compiler/mlir/quantization/stablehlo/cc/pass_pipeline.h"
#include "tensorflow/compiler/mlir/quantization/stablehlo/passes/bridge/passes.h"
#include "tensorflow/compiler/mlir/quantization/stablehlo/passes/passes.h"
#include "tensorflow/compiler/mlir/quantization/stablehlo/passes/testing/passes.h"

load("//tensorflow/compiler/mlir:glob_lit_test.bzl", "glob_lit_tests")
load("//tensorflow/compiler/mlir/quantization/stablehlo:internal_visibility_allowlist.bzl", "internal_visibility_allowlist")

package_group(
    name = "internal_visibility_allowlist_package",
    packages = [
        "//tensorflow/compiler/mlir/lite/...",
        "//tensorflow/compiler/mlir/quantization/...",
        "//tensorflow/compiler/mlir/tensorflow_to_stablehlo/...",

// CHECK:             buffer: 1,
// CHECK:             name: "serving_default_x",
// CHECK:             quantization: {
// CHECK:             }
// CHECK:           }, {
// CHECK:             shape: [ 3, 2 ],
// CHECK:             buffer: 2,
// CHECK:             name: "tfl.pseudo_const",
// CHECK:             quantization: {
// CHECK:             },
// CHECK:             has_rank: true
// CHECK:           }, {

// CHECK-NEXT:       quantization: {
// CHECK-EMPTY:
// CHECK-NEXT:       },
// CHECK-NEXT:       has_rank: true
// CHECK-NEXT:     }, {
// CHECK-NEXT:       shape: [ 3, 2 ],
// CHECK-NEXT:       type: INT32,
// CHECK-NEXT:       buffer: 2,
// CHECK-NEXT:       name: "Const",
// STRIP:            buffer: 2,
// STRIP-NEXT:       name: "0",
// CHECK-NEXT:       quantization: {
// CHECK-EMPTY:
// CHECK-NEXT:       },

// This is the quantization pattern definition file for TensorFlow Lite.

include "mlir/IR/OpBase.td"
include "mlir/IR/PatternBase.td"
include "mlir/Dialect/Arith/IR/ArithOps.td"
include "mlir/Dialect/Func/IR/FuncOps.td"
include "mlir/IR/CommonTypeConstraints.td"
include "tensorflow/compiler/mlir/quantization/common/quantization_lib/quantization.td"
include "tensorflow/compiler/mlir/lite/ir/tfl_ops.td"

// CHECK-NEXT:       name: "arg0",
// CHECK-NEXT:       quantization: {
// CHECK-EMPTY:
// CHECK-NEXT:       },
// CHECK-NEXT:       has_rank: true
// CHECK-NEXT:     }, {
// CHECK-NEXT:       shape: [ 8 ],
// CHECK-NEXT:       type: INT32,
// CHECK-NEXT:       buffer: 2,
// CHECK-NEXT:       name: "arg1",
// CHECK-NEXT:       quantization: {
// CHECK-EMPTY:
// CHECK-NEXT:       },

#include <optional>

#include "absl/base/attributes.h"
#include "absl/strings/string_view.h"
#include "tensorflow/compiler/mlir/quantization/stablehlo/quantization_config.pb.h"

namespace stablehlo::quantization {

// Returns a copy of `user_provided_config` with default values populated where
// the user did not explicitly specify.
QuantizationConfig PopulateDefaults(

limitations under the License.
==============================================================================*/
#include "tensorflow/compiler/mlir/quantization/stablehlo/cc/config.h"

#include <utility>

#include "tensorflow/compiler/mlir/quantization/stablehlo/quantization_config.pb.h"

namespace stablehlo::quantization {
namespace {

// Populate `CalibrationOptions` with default fields.