fix linting
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@@ -32,6 +32,7 @@ os.environ["MILVUS_USER"] = "root"
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os.environ["MILVUS_PASSWORD"] = "root"
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os.environ["MILVUS_DB_NAME"] = "lightrag"
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async def initialize_rag():
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rag = LightRAG(
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working_dir=WORKING_DIR,
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@@ -39,7 +40,10 @@ async def initialize_rag():
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llm_model_name="qwen2.5:14b",
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llm_model_max_async=4,
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llm_model_max_token_size=32768,
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llm_model_kwargs={"host": "http://127.0.0.1:11434", "options": {"num_ctx": 32768}},
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llm_model_kwargs={
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"host": "http://127.0.0.1:11434",
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"options": {"num_ctx": 32768},
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},
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embedding_func=EmbeddingFunc(
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embedding_dim=1024,
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max_token_size=8192,
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@@ -54,9 +58,10 @@ async def initialize_rag():
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await rag.initialize_storages()
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await initialize_pipeline_status()
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return rag
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def main():
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# Initialize RAG instance
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rag = asyncio.run(initialize_rag())
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@@ -68,23 +73,32 @@ def main():
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# Test different query modes
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print("\nNaive Search:")
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print(
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rag.query("What are the top themes in this story?", param=QueryParam(mode="naive"))
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rag.query(
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"What are the top themes in this story?", param=QueryParam(mode="naive")
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)
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)
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print("\nLocal Search:")
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print(
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rag.query("What are the top themes in this story?", param=QueryParam(mode="local"))
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rag.query(
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"What are the top themes in this story?", param=QueryParam(mode="local")
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)
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)
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print("\nGlobal Search:")
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print(
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rag.query("What are the top themes in this story?", param=QueryParam(mode="global"))
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rag.query(
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"What are the top themes in this story?", param=QueryParam(mode="global")
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)
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)
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print("\nHybrid Search:")
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print(
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rag.query("What are the top themes in this story?", param=QueryParam(mode="hybrid"))
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rag.query(
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"What are the top themes in this story?", param=QueryParam(mode="hybrid")
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)
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)
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if __name__ == "__main__":
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main()
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