76 lines
2.1 KiB
Python
76 lines
2.1 KiB
Python
import re
|
|
import json
|
|
import asyncio
|
|
from lightrag import LightRAG, QueryParam
|
|
from tqdm import tqdm
|
|
|
|
|
|
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 always_get_an_event_loop() -> asyncio.AbstractEventLoop:
|
|
try:
|
|
loop = asyncio.get_event_loop()
|
|
except RuntimeError:
|
|
loop = asyncio.new_event_loop()
|
|
asyncio.set_event_loop(loop)
|
|
return loop
|
|
|
|
|
|
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 tqdm(queries, desc="Processing queries", unit="query"):
|
|
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"
|
|
)
|