LightRAG 是个开源的 RAG 框架，专门用来快速搭建模块化的检索增强生成管道。这个项目在 GitHub 上热度不低，我们今天来看看他到底怎么用

基础安装与环境配置 LightRAG 的安装过程很简单，几行命令就能搞定：

pip install "lightrag-hku[api]"

cp env.example .env # --->这个有很多参数 非常丰富 lightrag-server 官方提供的 UI 界面做得还算不错，不过测试时基本没用上，因为更关注的是代码层面的实现。

环境搭好之后，可以先跑一下官方提供的示例代码(摘自 readme)：

import os

import asyncio

from lightrag import LightRAG, QueryParam

from lightrag.llm.openai import gpt_4o_mini_complete, gpt_4o_complete, openai_embed

from lightrag.kg.shared_storage import initialize_pipeline_status

from lightrag.utils import setup_logger

setup_logger("lightrag", level="INFO")

WORKING_DIR = "./rag_storage"

if not os.path.exists(WORKING_DIR):

os.mkdir(WORKING_DIR)

async def initialize_rag():

rag = LightRAG(

working_dir=WORKING_DIR,

embedding_func=openai_embed,

llm_model_func=gpt_4o_mini_complete,

)

# IMPORTANT: Both initialization calls are required!await rag.initialize_storages() # Initialize storage backendsawait initialize_pipeline_status() # Initialize processing pipelinereturn rag

async def main():

try:

# Initialize RAG instancerag = await initialize_rag()

await rag.ainsert("Your text")

    # Perform hybrid search    mode = "hybrid"      print(        await rag.aquery(            "What are the top themes in this story?",            param=QueryParam(mode=mode)        )      )  
except Exception as e:      print(f"An error occurred: {e}")  finally:      if rag:          await rag.finalize_storages()  

if name == "main":

asyncio.run(main())官方示例里还有个基于 Gemini 的版本，看着比较简单就选了这个来测试：

pip install -q -U google-genai to use gemini as a client

import os

import numpy as np

from google import genai

from google.genai import types

from dotenv import load_dotenv

from lightrag.utils import EmbeddingFunc

from lightrag import LightRAG, QueryParam

from sentence_transformers import SentenceTransformer

from lightrag.kg.shared_storage import initialize_pipeline_status

import asyncio

import nest_asyncio

Apply nest_asyncio to solve event loop issues

nest_asyncio.apply()

load_dotenv()

gemini_api_key = os.getenv("GEMINI_API_KEY")

WORKING_DIR = "./dickens"

if os.path.exists(WORKING_DIR):

import shutil

shutil.rmtree(WORKING_DIR)  

os.mkdir(WORKING_DIR)

async def llm_model_func(

prompt, system_prompt=None, history_messages=[], keyword_extraction=False, **kwargs

) -> str:

# 1. Initialize the GenAI Client with your Gemini API Keyclient = genai.Client(api_key=gemini_api_key)

# 2. Combine prompts: system prompt, history, and user promptif history_messages is None:      history_messages = []  
combined_prompt = ""  if system_prompt:      combined_prompt += f"{system_prompt}\n"  
for msg in history_messages:      # Each msg is expected to be a dict: {"role": "...", "content": "..."}    combined_prompt += f"{msg['role']}: {msg['content']}\n"  
# Finally, add the new user promptcombined_prompt += f"user: {prompt}"  
# 3. Call the Gemini modelresponse = client.models.generate_content(      model="gemini-1.5-flash",      contents=[combined_prompt],      config=types.GenerateContentConfig(max_output_tokens=500, temperature=0.1),  )  
# 4. Return the response textreturn response.text  

async def embedding_func(texts: list[str]) -> np.ndarray:

model = SentenceTransformer("all-MiniLM-L6-v2")

embeddings = model.encode(texts, convert_to_numpy=True)

return embeddings

async def initialize_rag():

rag = LightRAG(

working_dir=WORKING_DIR,

llm_model_func=llm_model_func,

embedding_func=EmbeddingFunc(

embedding_dim=384,

max_token_size=8192,

func=embedding_func,

),

)

await rag.initialize_storages()  await initialize_pipeline_status()  
return rag  

def main():

# Initialize RAG instancerag = asyncio.run(initialize_rag())

file_path = "story.txt"

with open(file_path, "r") as file:

text = file.read()

rag.insert(text)  
response = rag.query(      query="What is the main theme of the story?",      param=QueryParam(mode="hybrid", top_k=5, response_type="single line"),  )  
print(response)  

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