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			| 7f9fc9b | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 | import os
from PathRAG import PathRAG, QueryParam
from PathRAG.llm import gpt_4o_mini_complete
WORKING_DIR = ""
api_key=""
os.environ["OPENAI_API_KEY"] = api_key
base_url="https://api.openai.com/v1"
os.environ["OPENAI_API_BASE"]=base_url
if not os.path.exists(WORKING_DIR):
    os.mkdir(WORKING_DIR)
rag = PathRAG(
    working_dir=WORKING_DIR,
    llm_model_func=gpt_4o_mini_complete,  
)
data_file=""
question=""
with open(data_file) as f:
    rag.insert(f.read())
print(rag.query(question, param=QueryParam(mode="hybrid")))
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