from neo4j_graphrag.llm import LLMResponse, VertexAILLM from vertexai.generative_models import GenerationConfig generation_config = GenerationConfig(temperature=1.0) llm = VertexAILLM( model_name="gemini-2.0-flash-001", generation_config=generation_config, # add here any argument that will be passed to the # vertexai.generative_models.GenerativeModel client ) res: LLMResponse = llm.invoke( "say something", system_instruction="You are living in 3000 where AI rules the world", ) print(res.content)