采用向量数据库实现长期记忆

2026-04-15 23:52:13 +08:00
parent de68916c5a
commit a92a220ff3
24 changed files with 1237 additions and 713 deletions
--- a/requirement.txt
+++ b/requirement.txt
@@ -1,5 +1,4 @@
 # Core
-transformers>=4.35.0  # 仅用于分词器，不需要模型推理
 pypdf>=3.0.0
 pandas>=2.0.0
 requests>=2.31.0
@@ -12,9 +11,13 @@ langchain-community>=0.0.10
 langchain-core>=0.1.0
 langchain-openai>=0.0.5
 langchain-text-splitters>=0.1.0
+langchain-qdrant>=0.1.0  # Qdrant 向量存储集成

 # Vector Database
-chromadb>=0.4.0  # 轻量级向量数据库，可选 torch 但不强制
+qdrant-client>=1.7.0  # Qdrant 客户端
+
+# Mem0 (Memory Layer)
+mem0ai>=0.1.0

 # LangGraph
 langgraph>=0.0.30