diff --git a/utils.cpp b/utils.cpp
index 56b2f9093..88cb39585 100644
--- a/utils.cpp
+++ b/utils.cpp
@@ -591,6 +591,29 @@ struct SoftMaxSampler {
     ) const {
         return logits_id[dist(rng)].second;
     }
+
+    void print(FILE* log_file, const gpt_vocab & vocab, const float * logits, int max_print, int selected=-1) const {
+        if (log_file == nullptr) {
+            return;
+        }
+        int n = probs.size();
+        if (n > max_print) {
+            n = max_print;
+        }
+        for (int i = 0; i < n; i++) {
+            const auto& entry = logits_id[i];
+            const int id = entry.second;
+            const double scaled_logit = entry.first;
+            fprintf(log_file, "%s%d: '%s' p=%f act=%.3f temp=%.2f\n",
+                selected >= 0 && id == selected ? "->" : "  ",
+                i,
+                vocab.id_to_token.at(id).c_str(),
+                probs[i],
+                logits[id],
+                logits[id] / scaled_logit
+            );
+        }
+    }
 };
 
 gpt_vocab::id sample_top_k_top_p(