diff --git a/cpp/CMakeLists.txt b/cpp/CMakeLists.txt
index dc70faf113..109177ef1f 100644
--- a/cpp/CMakeLists.txt
+++ b/cpp/CMakeLists.txt
@@ -28,6 +28,9 @@ rapids_cuda_init_architectures(CUML)
 
 project(CUML VERSION 22.08.00 LANGUAGES CXX CUDA)
 
+include(${rapids-cmake-dir}/cpm/package_override.cmake)
+rapids_cpm_package_override(${CMAKE_CURRENT_SOURCE_DIR}/versions.json)
+
 # Needed because GoogleBenchmark changes the state of FindThreads.cmake, causing subsequent runs to
 # have different values for the `Threads::Threads` target. Setting this flag ensures
 # `Threads::Threads` is the same value in first run and subsequent runs.
diff --git a/cpp/versions.json b/cpp/versions.json
new file mode 100644
index 0000000000..10dc0afe1b
--- /dev/null
+++ b/cpp/versions.json
@@ -0,0 +1,10 @@
+
+{
+  "packages" : {
+    "Thrust" : {
+      "version" : "1.17.0.0-rc2",
+      "git_url" : "https://github.com/NVIDIA/thrust.git",
+      "git_tag" : "1.17.0-rc2"
+    }
+  }
+}