Memory System Complete | Skills Pool

Memory System Complete | Skills Pool

from scripts.causal_knowledge_graphs import CausalGraph

causal_graph = CausalGraph("memory/database/xiaozhi_memory.db")

# 添加因果关系
causal_graph.add_causal_relation(
    cause_id=1,
    effect_id=2,
    causal_type='direct',
    strength=0.8,
    confidence=0.9,
    evidence='Test evidence'
)

# 获取原因
causes = causal_graph.get_causes(effect_id=2)

# 获取结果
effects = causal_graph.get_effects(cause_id=1)

# 获取因果链
chain = causal_graph.get_causal_chain(start_id=1, max_depth=5)

# 检测因果循环
cycles = causal_graph.detect_causal_cycles()

from scripts.causal_knowledge_graphs import KnowledgeGraph

knowledge_graph = KnowledgeGraph("memory/database/xiaozhi_memory.db")

# 添加关系
knowledge_graph.add_relation(
    source_id=1,
    target_id=2,
    relation_type='related_to',
    strength=0.7,
    direction='bidirectional'
)

# 获取关系
relations = knowledge_graph.get_relations(memory_id=1)

# 获取相关记忆（多跳）
related = knowledge_graph.get_related_memories(memory_id=1, relation_type='related_to', max_depth=2)

# 查找最短路径
path = knowledge_graph.find_shortest_path(source_id=1, target_id=3)

# 检测社区
communities = knowledge_graph.detect_communities()

from scripts.auto_relation_detector import AutoRelationManager

manager = AutoRelationManager("memory/database/xiaozhi_memory.db")

# 自动检测并添加关系
result = manager.auto_detect_and_add_relations(memory_id=1)

print(f"Found {len(result['causal_relations'])} causal relations")
print(f"Found {len(result['knowledge_relations'])} knowledge relations")

# 批量检测
results = manager.batch_detect_relations(limit=100)

from scripts.memory_system_v2 import MemorySystemV2

memory = MemorySystemV2()
memory.initialize()

# 保存记忆（自动触发两步摄入）
memory_id = memory.save(
    type='learning',
    title='New Learning',
    content='This is a new learning',
    category='knowledge'
)

# 四阶段检索
results = memory.search("python best practices")

# 获取统计信息
stats = memory.get_statistics()

# 初始化数据库（v2.0）
python scripts/init_database_v2.py

# 或使用Python API
from scripts.memory_system_v2 import MemorySystemV2
memory = MemorySystemV2()
memory.initialize()

memory-system-complete/
├── scripts/
│   ├── memory_system_v2.py       # v2.0核心代码
│   ├── init_database_v2.py       # v2.0数据库初始化
│   ├── verify_install_v2.py     # v2.0安装验证
│   ├── causal_knowledge_graphs.py # 因果和知识图谱
│   └── auto_relation_detector.py # 自动关系检测
├── examples/
│   └── usage_demo_v2.py          # v2.0使用示例
├── memory/
│   └── database/                 # 数据库目录（空）
│       ├── xiaozhi_memory.db    # 安装后创建
│       └── lancedb/             # 安装后创建
├── SKILL.md
└── README.md

python scripts/verify_install_v2.py

from scripts.memory_system_v2 import MemorySystemV2

# 初始化
memory = MemorySystemV2()
success = memory.initialize()

if success:
    print("✅ Installation verified!")
    
    # 保存测试记忆
    test_id = memory.save(
        type='test',
        title='Installation Test v2.0',
        content='Testing memory system v2.0 installation',
        importance=5
    )
    
    # 查询测试
    result = memory.get(test_id)
    if result:
        print("✅ Memory system v2.0 working!")
        memory.delete(test_id)  # 清理测试数据
    else:
        print("❌ Memory system v2.0 failed!")