using ::tensorflow::quantization::OpSet;

class InsertQuantizedFunctionsPass
    : public PassWrapper<InsertQuantizedFunctionsPass,
                         OperationPass<ModuleOp>> {
 public:
  MLIR_DEFINE_EXPLICIT_INTERNAL_INLINE_TYPE_ID(InsertQuantizedFunctionsPass)

  explicit InsertQuantizedFunctionsPass() = default;
  explicit InsertQuantizedFunctionsPass(QuantMethod quantization_method,

// limitations under the License.

// Quantization as a function library with Uniform Quantized Ops for Dynamic
// PTQ
//
// Internal functions should be marked as private. They will be inlined and
// deleted in `InsertQuantizedFunctionsPass`.
//
// For Uniform Quantized op case, attributes are generated during quantize
// composite pass. Therefore, attr_map is set to an empty string.

module {

  // Currently only 4-d case is supported

// limitations under the License.

// Quantization as a function library.
//
// Internal functions should be marked as private. They will be inlined and
// deleted in `InsertQuantizedFunctionsPass`.
//
// Function template can generate functions with different parameters. Ex:
// ```
// parameters[
//   {"key1": "value11", "key2": "value21"},
//   {"key1": "value12", "key2": "value22"},
// ]

// limitations under the License.

// Quantization as a function library with TF Ops for Dynamic PTQ
//
// Internal functions should be marked as private. They will be inlined and
// deleted in `InsertQuantizedFunctionsPass`.
//
// Function template can generate functions with different parameters. Ex:
// ```
// parameters[
//   {"key1": "value11", "key2": "value21"},
//   {"key1": "value12", "key2": "value22"},
// ]

// limitations under the License.

// Quantization as a function library with Uniform Quantized Ops for Static
// PTQ
//
// Internal functions should be marked as private. They will be inlined and
// deleted in `InsertQuantizedFunctionsPass`.
//
// Function template can generate functions with different parameters. Ex:
// ```
// parameters[
//   {"key1": "value11", "key2": "value21"},
//   {"key1": "value12", "key2": "value22"},
// ]

// limitations under the License.

// Quantization as a function library.
//
// Internal functions should be marked as private. They will be inlined and
// deleted in `InsertQuantizedFunctionsPass`.
//
// Function template can generate functions with different parameters. Ex:
// ```
// parameters[
//   {"key1": "value11", "key2": "value21"},
//   {"key1": "value12", "key2": "value22"},
// ]