-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathmemory_system.py
More file actions
155 lines (136 loc) · 4.39 KB
/
Copy pathmemory_system.py
File metadata and controls
155 lines (136 loc) · 4.39 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
import os
import json
import time
from datetime import datetime
# 配置
MEMORY_DIR = "user_memory"
USER_ID = "default_user" # 后期可做多用户隔离
EXPIRY_DAYS = {
"profile": 365*10, # 身份信息:永久
"preference": 365, # 喜好:1年
"important": 365*2, # 过敏/禁忌:2年
"order": 180, # 订单:半年
"chat": 30 # 闲聊:1个月
}
os.makedirs(MEMORY_DIR, exist_ok=True)
# ==============================
# 1. 结构化 JSON 记忆(核心)
# ==============================
def get_memory_path():
return os.path.join(MEMORY_DIR, f"{USER_ID}.json")
def init_memory():
path = get_memory_path()
if not os.path.exists(path):
default = {
"profile": {"name": None}, # 身份
"preference": [], # 喜好
"important": [], # 过敏/禁忌
"order": [], # 订单
"history": [], # 短期对话
"summary": "", # 自动总结
"updated_at": time.time()
}
save_memory(default)
def load_memory():
try:
with open(get_memory_path(), "r", encoding="utf-8") as f:
return json.load(f)
except:
init_memory()
return load_memory()
def save_memory(mem):
mem["updated_at"] = time.time()
with open(get_memory_path(), "w", encoding="utf-8") as f:
json.dump(mem, f, ensure_ascii=False, indent=2)
# ==============================
# 2. 去重 + 冲突覆盖 + 过期清理
# ==============================
def clean_expired(items):
now = time.time()
valid = []
for item in items:
if not isinstance(item, dict):
valid.append(item)
continue
ts = item.get("ts", 0)
days = (now - ts) / 86400
if days < EXPIRY_DAYS.get(item.get("type", "chat"), 30):
valid.append(item)
return valid
def unique_add(items, new_content, item_type):
for item in items:
if isinstance(item, dict) and item.get("content") == new_content:
return False # 已存在,不添加
items.append({
"content": new_content,
"type": item_type,
"ts": time.time()
})
return True
# ==============================
# 3. 写入接口(带去重+清理)
# ==============================
def set_name(name):
mem = load_memory()
mem["profile"]["name"] = name
save_memory(mem)
def add_preference(content):
mem = load_memory()
mem["preference"] = clean_expired(mem["preference"])
ok = unique_add(mem["preference"], content, "preference")
save_memory(mem)
return ok
def add_important(content):
mem = load_memory()
mem["important"] = clean_expired(mem["important"])
ok = unique_add(mem["important"], content, "important")
save_memory(mem)
return ok
def add_order(content):
mem = load_memory()
mem["order"] = clean_expired(mem["order"])
ok = unique_add(mem["order"], content, "order")
save_memory(mem)
return ok
# ==============================
# 4. 短期对话 + 自动总结(防token爆炸)
# ==============================
def add_chat_history(user, bot):
mem = load_memory()
mem["history"].append({
"user": user,
"bot": bot,
"ts": time.time()
})
# 保留最近 6 轮
if len(mem["history"]) > 6:
mem["history"] = mem["history"][-6:]
save_memory(mem)
auto_summary()
def auto_summary():
mem = load_memory()
name = mem["profile"].get("name")
pref = [x["content"] for x in mem["preference"]]
imp = [x["content"] for x in mem["important"]]
order = [x["content"] for x in mem["order"]]
s = ""
if name: s += f"姓名:{name}。"
if pref: s += f"喜好:{'、'.join(pref)}。"
if imp: s += f"禁忌:{'、'.join(imp)}。"
if order: s += f"订单:{'、'.join(order)}。"
mem["summary"] = s.strip()
save_memory(mem)
# ==============================
# 5. 读取上下文(给大模型用)
# ==============================
def get_memory_prompt():
mem = load_memory()
hist = "\n".join([f"用户:{x['user']}\n客服:{x['bot']}" for x in mem["history"][-4:]])
return f"""
【用户总结】
{mem['summary']}
【近期对话】
{hist}
"""
# 全局快捷调用
short_memory = type("obj", (), {"load_memory_variables": get_memory_prompt})()