chore: init monorepo snapshot

LightRAG/reproduce/Step_3.py

@@ -0,0 +1,66 @@
+import re
+import json
+from lightrag import LightRAG, QueryParam
+from lightrag.utils import always_get_an_event_loop
+
+
+def extract_queries(file_path):
+    with open(file_path, "r") as f:
+        data = f.read()
+
+    data = data.replace("**", "")
+
+    queries = re.findall(r"- Question \d+: (.+)", data)
+
+    return queries
+
+
+async def process_query(query_text, rag_instance, query_param):
+    try:
+        result = await rag_instance.aquery(query_text, param=query_param)
+        return {"query": query_text, "result": result}, None
+    except Exception as e:
+        return None, {"query": query_text, "error": str(e)}
+
+
+def run_queries_and_save_to_json(
+    queries, rag_instance, query_param, output_file, error_file
+):
+    loop = always_get_an_event_loop()
+
+    with (
+        open(output_file, "a", encoding="utf-8") as result_file,
+        open(error_file, "a", encoding="utf-8") as err_file,
+    ):
+        result_file.write("[\n")
+        first_entry = True
+
+        for query_text in queries:
+            result, error = loop.run_until_complete(
+                process_query(query_text, rag_instance, query_param)
+            )
+
+            if result:
+                if not first_entry:
+                    result_file.write(",\n")
+                json.dump(result, result_file, ensure_ascii=False, indent=4)
+                first_entry = False
+            elif error:
+                json.dump(error, err_file, ensure_ascii=False, indent=4)
+                err_file.write("\n")
+
+        result_file.write("\n]")
+
+
+if __name__ == "__main__":
+    cls = "agriculture"
+    mode = "hybrid"
+    WORKING_DIR = f"../{cls}"
+
+    rag = LightRAG(working_dir=WORKING_DIR)
+    query_param = QueryParam(mode=mode)
+
+    queries = extract_queries(f"../datasets/questions/{cls}_questions.txt")
+    run_queries_and_save_to_json(
+        queries, rag, query_param, f"{cls}_result.json", f"{cls}_errors.json"
+    )