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lanny xu
commited on
Commit
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371a40c
1
Parent(s):
67b4685
resolve conflict
Browse files- colab_install_deps.py +99 -0
- document_processor.py +5 -1
- requirements_graphrag.txt +6 -0
colab_install_deps.py
ADDED
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@@ -0,0 +1,99 @@
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#!/usr/bin/env python3
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"""
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Colab环境依赖安装脚本
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确保所有LangChain相关包都是最新版本,避免导入错误
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"""
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import subprocess
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import sys
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def install_package(package):
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"""安装单个包"""
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subprocess.check_call([sys.executable, "-m", "pip", "install", "-q", package])
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def main():
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print("="*70)
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print("📦 Colab GraphRAG 依赖安装")
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print("="*70)
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# 关键包列表(指定版本以确保兼容性)
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packages = [
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# LangChain核心包(最新版本)
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"langchain>=0.1.0",
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"langchain-core>=0.1.52",
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"langchain-community>=0.0.38",
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"langchain-text-splitters>=0.0.1",
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"langgraph>=0.0.40",
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# Ollama支持
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"langchain-ollama>=0.1.0",
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# 向量数据库和嵌入
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"chromadb>=0.4.22",
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"sentence-transformers>=2.2.0",
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# 文档处理
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"tiktoken>=0.5.0",
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"beautifulsoup4>=4.12.0",
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"requests>=2.31.0",
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# 网络搜索
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"tavily-python>=0.3.0",
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# 工具库
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"python-dotenv>=1.0.0",
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# GraphRAG特定
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"networkx>=3.1",
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"python-louvain>=0.16",
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# PyTorch和Transformers
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"torch>=2.0.0",
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"transformers>=4.30.0",
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]
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print("\n🔄 开始安装依赖包...\n")
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for i, package in enumerate(packages, 1):
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try:
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print(f"[{i}/{len(packages)}] 安装 {package}...")
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install_package(package)
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print(f" ✅ {package} 安装成功")
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except Exception as e:
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print(f" ❌ {package} 安装失败: {e}")
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print("\n" + "="*70)
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print("✅ 依赖安装完成!")
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print("="*70)
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# 验证关键导入
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print("\n🔍 验证关键导入...")
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imports_to_check = [
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("langchain", "LangChain"),
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("langchain_core", "LangChain Core"),
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("langchain_community", "LangChain Community"),
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("langchain_text_splitters", "LangChain Text Splitters"),
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("chromadb", "ChromaDB"),
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("sentence_transformers", "Sentence Transformers"),
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("networkx", "NetworkX"),
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]
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all_ok = True
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for module, name in imports_to_check:
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try:
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__import__(module)
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print(f" ✅ {name}")
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except ImportError as e:
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print(f" ❌ {name}: {e}")
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all_ok = False
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if all_ok:
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print("\n🎉 所有依赖验证通过!")
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else:
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print("\n⚠️ 部分依赖验证失败,请检查错误信息")
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print("\n" + "="*70)
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if __name__ == "__main__":
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main()
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document_processor.py
CHANGED
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@@ -3,7 +3,11 @@
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负责文档加载、文本分块、向量化和向量数据库初始化
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"""
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-
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from langchain_community.document_loaders import WebBaseLoader
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from langchain_community.vectorstores import Chroma
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from langchain_community.embeddings import HuggingFaceEmbeddings
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负责文档加载、文本分块、向量化和向量数据库初始化
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"""
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try:
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from langchain_text_splitters import RecursiveCharacterTextSplitter
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except ImportError:
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from langchain.text_splitter import RecursiveCharacterTextSplitter
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from langchain_community.document_loaders import WebBaseLoader
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from langchain_community.vectorstores import Chroma
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from langchain_community.embeddings import HuggingFaceEmbeddings
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requirements_graphrag.txt
CHANGED
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@@ -2,6 +2,12 @@
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# 在原有requirements.txt基础上添加这些包
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# 安装命令: pip install -r requirements_graphrag.txt
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# 图数据库
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neo4j>=5.14.0
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py2neo>=2021.2.3
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# 在原有requirements.txt基础上添加这些包
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# 安装命令: pip install -r requirements_graphrag.txt
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# LangChain相关(确保最新版本)
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langchain>=0.1.0
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langchain-community>=0.0.38
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langchain-core>=0.1.0
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langchain-text-splitters>=0.0.1 # 新版本text splitter
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# 图数据库
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neo4j>=5.14.0
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py2neo>=2021.2.3
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