diff --git a/cpp/include/transformation_bindings.hpp b/cpp/include/transformation_bindings.hpp
index 031ea54..1d1b78c 100644
--- a/cpp/include/transformation_bindings.hpp
+++ b/cpp/include/transformation_bindings.hpp
@@ -63,5 +63,7 @@ PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) {
   pybind11::class_<cpp_utils::distribution_ranges<float>>(m,
                                                           "DistributionRanges")
       .def(pybind11::init<cpp_utils::range<float>, cpp_utils::range<float>,
-                          cpp_utils::range<float>, cpp_utils::range<float>>());
+                          cpp_utils::range<float>, cpp_utils::range<float>>())
+      .def(pybind11::init<cpp_utils::range<float>, cpp_utils::range<float>,
+                          cpp_utils::range<float>>());
 }
diff --git a/cpp/include/utils.hpp b/cpp/include/utils.hpp
index b46866b..84904d3 100644
--- a/cpp/include/utils.hpp
+++ b/cpp/include/utils.hpp
@@ -330,6 +330,14 @@ template <typename T> struct range {
 
 template <typename T> struct distribution_ranges {
   range<T> x_range, y_range, z_range, uniform_range;
+
+  distribution_ranges<T>(range<T> x_range, range<T> y_range, range<T> z_range,
+                         range<T> uniform_range)
+      : x_range(x_range), y_range(y_range), z_range(z_range),
+        uniform_range(uniform_range){};
+  distribution_ranges<T>(range<T> x_range, range<T> y_range, range<T> z_range)
+      : x_range(x_range), y_range(y_range), z_range(z_range),
+        uniform_range(0, 0){};
 };
 
 /**
diff --git a/src/LidarAug/transformations.pyi b/src/LidarAug/transformations.pyi
index 16bd470..268083a 100644
--- a/src/LidarAug/transformations.pyi
+++ b/src/LidarAug/transformations.pyi
@@ -1,5 +1,5 @@
 from enum import Enum
-from typing import Tuple
+from typing import Tuple, overload
 from torch import Tensor
 
 
@@ -32,11 +32,17 @@ class DistributionRanges:
     z_range: DistributionRange
     uniform_range: DistributionRange
 
+    @overload
     def __init__(self, x_range: DistributionRange, y_range: DistributionRange,
                  z_range: DistributionRange,
                  uniform_range: DistributionRange) -> None:
         ...
 
+    @overload
+    def __init__(self, x_range: DistributionRange, y_range: DistributionRange,
+                 z_range: DistributionRange) -> None:
+        ...
+
 
 def translate(points: Tensor, translation: Tensor) -> None:
     """