9ab][0-9a-f]{3}-?[0-9a-f]{12}$ - uuid5: an UUID5 that allows uppercase defined by the regex (?i)^[0-9a-f]{8}-?[0-9a-f]{4}-?5[0-9a-f]{3}-?[89ab][0-9a-f]{3}-?[0-9a-f]{12}$ - isbn: an ISBN10 or ISBN13 number string like \"0321751043\" or \"978-0321751041\" - isbn10: an ISBN10 number string like \"0321751043\" - isbn13: an ISBN13 number string like \"978-0321751041\" - creditcard: a credit card number defined by the regex ^(?:4[0-9]{12}(?:[0-9]{3})?|5[1-5][0-9]{14}|6(?:011|5[0-9][0-9])[0-9]{12}|3[47...

  return false;
}

// Returns true if it is a shaped type of bf16 elements.
inline bool IsBF16ShapedType(Type t) {
  if (auto shaped_type = t.dyn_cast_or_null<ShapedType>()) {
    return shaped_type.getElementType().isBF16();
  }
  return false;
}

// Returns true if it is a shaped type of FloatType elements.
inline bool IsFloatShapedType(Type t) {
  if (auto shaped_type = t.dyn_cast_or_null<ShapedType>()) {

      Type element_type = t;
      if (auto shaped_type = mlir::dyn_cast<ShapedType>(t)) {
        element_type = shaped_type.getElementType();
      }
      return element_type.isBF16() || element_type.isF32();
    };
    for (Type t : binary_op->getOperandTypes()) {
      if (!is_fusable_type(t)) {
        return false;
      }
    }

    return true;
  }
};

    }
  }

  if (type.isF32()) {
    return tflite::TensorType_FLOAT32;
  } else if (type.isF16()) {
    return tflite::TensorType_FLOAT16;
  } else if (type.isBF16()) {
    return tflite::TensorType_BFLOAT16;
  } else if (type.isF64()) {
    return tflite::TensorType_FLOAT64;
  } else if (mlir::isa<mlir::TF::StringType>(type)) {
    return tflite::TensorType_STRING;