diff --git a/supervised_finetuning/sft_small_talk.py b/supervised_finetuning/sft_small_talk.py
new file mode 100644
index 0000000..6a79968
--- /dev/null
+++ b/supervised_finetuning/sft_small_talk.py
@@ -0,0 +1,30 @@
+# opencsg/smoltalk-chinese
+from datasets import load_dataset
+from modules.utils import process_dataset
+
+
+def process_func(input_dict: dict):
+    conversations = input_dict["conversations"]
+    assert len(conversations) % 2 == 0
+    n = len(conversations) // 2
+    examples = []
+    
+    for i in range(n):
+        user_msg = conversations[2*i]["value"]
+        assistant_msg = conversations[2*i+1]["value"]
+        examples.append({
+            "query": user_msg,
+            "response": assistant_msg
+        })
+    
+    return examples
+
+
+if __name__ == "__main__":
+    dataset = load_dataset("opencsg/smoltalk-chinese")
+    process_dataset(
+        dataset_dict=dataset,
+        output_subdir="Magpie-Pro-300K-sft",
+        process_func=process_func,
+        split_name="train_sft",
+    )
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