update reproduce

reproduce/Step_1.py

@@ -0,0 +1,32 @@
+import os
+import json
+import time
+
+from lightrag import LightRAG
+
+def insert_text(rag, file_path):
+    with open(file_path, mode='r') as f:
+        unique_contexts = json.load(f)
+    
+    retries = 0
+    max_retries = 3
+    while retries < max_retries:
+        try:
+            rag.insert(unique_contexts)
+            break
+        except Exception as e:
+            retries += 1
+            print(f"Insertion failed, retrying ({retries}/{max_retries}), error: {e}")
+            time.sleep(10)
+    if retries == max_retries:
+        print("Insertion failed after exceeding the maximum number of retries")
+
+cls = "agriculture"
+WORKING_DIR = "../{cls}"
+
+if not os.path.exists(WORKING_DIR):
+    os.mkdir(WORKING_DIR)
+
+rag = LightRAG(working_dir=WORKING_DIR)
+
+insert_text(rag, f"../datasets/unique_contexts/{cls}_unique_contexts.json")