diff --git a/extension/llm/runner/stats.h b/extension/llm/runner/stats.h
index 79c5781e337..19766329ed3 100644
--- a/extension/llm/runner/stats.h
+++ b/extension/llm/runner/stats.h
@@ -82,8 +82,6 @@ struct ET_EXPERIMENTAL Stats {
   long aggregate_sampling_timer_start_timestamp = 0;
 };
 
-static constexpr auto kTopp = 0.9f;
-
 inline std::string stats_to_json_string(const Stats& stats) {
   std::stringstream ss;
   ss << "{\"prompt_tokens\":" << stats.num_prompt_tokens << ","
@@ -168,7 +166,6 @@ namespace executorch {
 namespace llm {
 // TODO(T197294990): Remove these deprecated aliases once all users have moved
 // to the new `::executorch` namespaces.
-using ::executorch::extension::llm::kTopp;
 using ::executorch::extension::llm::print_report;
 using ::executorch::extension::llm::Stats;
 } // namespace llm
diff --git a/extension/llm/sampler/sampler.cpp b/extension/llm/sampler/sampler.cpp
index 63e4b79d568..18e82418841 100644
--- a/extension/llm/sampler/sampler.cpp
+++ b/extension/llm/sampler/sampler.cpp
@@ -34,6 +34,7 @@
 
 #include <executorch/extension/llm/sampler/sampler.h>
 #include <algorithm>
+#include <ctime>
 
 namespace executorch {
 namespace extension {
@@ -129,6 +130,12 @@ Sampler::Sampler(
       topp_(topp),
       rng_state_(rng_seed) {}
 
+Sampler::Sampler(int vocab_size, float temperature)
+    : vocab_size_(vocab_size),
+      inv_temperature_(static_cast<bool>(temperature) ? 1.0f / temperature : 0),
+      topp_(kTopp),
+      rng_state_(std::time(nullptr)) {}
+
 template <typename T>
 static void softmax(T* x, int size) {
   // find max value (for numerical stability)
diff --git a/extension/llm/sampler/sampler.h b/extension/llm/sampler/sampler.h
index 759eb6c88a7..1525f38692a 100644
--- a/extension/llm/sampler/sampler.h
+++ b/extension/llm/sampler/sampler.h
@@ -26,6 +26,8 @@ namespace extension {
 namespace llm {
 // A simple llama2 sampler.
 
+inline constexpr auto kTopp = 0.9f;
+
 template <typename T>
 struct ET_EXPERIMENTAL ProbIndex {
   T prob;
@@ -40,6 +42,8 @@ class ET_EXPERIMENTAL Sampler {
       float topp,
       unsigned long long rng_seed);
 
+  Sampler(int32_t vocab_size, float temperature);
+
   template <typename T>
   int32_t sample(T* logits);
 
@@ -71,3 +75,9 @@ using ::executorch::extension::llm::ProbIndex;
 using ::executorch::extension::llm::Sampler;
 } // namespace executor
 } // namespace torch
+
+namespace executorch::llm {
+// TODO(T197294990): Remove these deprecated aliases once all users have moved
+// to the new `::executorch::extension::llm` namespaces.
+using ::executorch::extension::llm::kTopp;
+} // namespace executorch::llm