Local hardening: improve Mem0 explicit-memory classification and mirroring

This commit is contained in:
Alim AI 2026-05-27 18:00:15 +05:00
parent 458a94e425
commit aae5638fd3
2 changed files with 426 additions and 22 deletions

View file

@ -18,9 +18,10 @@ from __future__ import annotations
import json
import logging
import os
import re
import threading
import time
from typing import Any, Dict, List
from typing import Any, Dict, List, Optional
from agent.memory_provider import MemoryProvider
from tools.registry import tool_error
@ -100,17 +101,40 @@ CONCLUDE_SCHEMA = {
"name": "mem0_conclude",
"description": (
"Store a durable fact about the user. Stored verbatim (no LLM extraction). "
"Use for explicit preferences, corrections, or decisions."
"Use for explicit preferences, corrections, decisions, or operational facts. "
"Optional metadata lets callers separate preferences, doctrine, facts, and history."
),
"parameters": {
"type": "object",
"properties": {
"conclusion": {"type": "string", "description": "The fact to store."},
"memory_class": {
"type": "string",
"enum": ["preference", "doctrine", "factual", "temporal"],
"description": "Optional class override for the stored memory.",
},
"time_scope": {
"type": "string",
"enum": ["current", "past", "future", "timeless"],
"description": "Optional time-scope override for the stored memory.",
},
"metadata": {
"type": "object",
"description": "Optional extra metadata stored alongside the memory.",
},
},
"required": ["conclusion"],
},
}
_EXPLICIT_PREFIX_RE = re.compile(r"^\[(?:PREF|RULE|FACT|HIST)(?:/(?:CURRENT|PAST|FUTURE|TIMELESS))?\]\s*")
_MEMORY_CLASS_PREFIX = {
"preference": "PREF",
"doctrine": "RULE",
"factual": "FACT",
"temporal": "HIST",
}
# ---------------------------------------------------------------------------
# MemoryProvider implementation
@ -127,10 +151,12 @@ class Mem0MemoryProvider(MemoryProvider):
self._user_id = "hermes-user"
self._agent_id = "hermes"
self._rerank = True
self._sync_turn_mode = "full"
self._prefetch_result = ""
self._prefetch_lock = threading.Lock()
self._prefetch_thread = None
self._sync_thread = None
self._write_thread = None
# Circuit breaker state
self._consecutive_failures = 0
self._breaker_open_until = 0.0
@ -163,6 +189,7 @@ class Mem0MemoryProvider(MemoryProvider):
{"key": "user_id", "description": "User identifier", "default": "hermes-user"},
{"key": "agent_id", "description": "Agent identifier", "default": "hermes"},
{"key": "rerank", "description": "Enable reranking for recall", "default": "true", "choices": ["true", "false"]},
{"key": "sync_turn_mode", "description": "Automatic turn-to-memory extraction mode", "default": "full", "choices": ["full", "off"]},
]
def _get_client(self):
@ -208,11 +235,26 @@ class Mem0MemoryProvider(MemoryProvider):
self._user_id = kwargs.get("user_id") or self._config.get("user_id", "hermes-user")
self._agent_id = self._config.get("agent_id", "hermes")
self._rerank = self._config.get("rerank", True)
if "sync_turn_mode" in self._config:
self._sync_turn_mode = str(self._config.get("sync_turn_mode", "full") or "full").strip().lower()
elif self._config.get("sync_turns") is False:
self._sync_turn_mode = "off"
else:
self._sync_turn_mode = "full"
if self._sync_turn_mode not in {"full", "off"}:
self._sync_turn_mode = "full"
def _read_filters(self) -> Dict[str, Any]:
"""Filters for search/get_all — scoped to user only for cross-session recall."""
return {"user_id": self._user_id}
def _scoped_read_filters(self) -> Dict[str, Any]:
"""Fallback filters for stores that only return agent-scoped memories."""
filters = self._read_filters().copy()
if self._agent_id:
filters["agent_id"] = self._agent_id
return filters
def _write_filters(self) -> Dict[str, Any]:
"""Filters for add — scoped to user + agent for attribution."""
return {"user_id": self._user_id, "agent_id": self._agent_id}
@ -226,6 +268,107 @@ class Mem0MemoryProvider(MemoryProvider):
return response
return []
@staticmethod
def _strip_explicit_prefix(text: str) -> str:
return _EXPLICIT_PREFIX_RE.sub("", (text or "").strip())
@classmethod
def _normalize_memory_class(cls, value: Optional[str], *, target: str = "memory", content: str = "") -> str:
raw = str(value or "").strip().lower()
aliases = {
"pref": "preference",
"preference": "preference",
"user": "preference",
"rule": "doctrine",
"doctrine": "doctrine",
"policy": "doctrine",
"fact": "factual",
"factual": "factual",
"current_fact": "factual",
"history": "temporal",
"historical": "temporal",
"temporal": "temporal",
"past": "temporal",
}
if raw in aliases:
return aliases[raw]
if target == "user":
return "preference"
base = cls._strip_explicit_prefix(content).lower()
if re.search(r"\b(do not|don't|never|must|should|unless|only if|expected to|keep .* on)\b", base):
return "doctrine"
if re.search(r"\b(previously|earlier|before|used to|was changed|retired|on 20\d{2}-\d{2}-\d{2}|as of)\b", base):
return "temporal"
return "factual"
@staticmethod
def _normalize_time_scope(value: Optional[str], content: str = "") -> str:
raw = str(value or "").strip().lower()
aliases = {
"current": "current",
"now": "current",
"present": "current",
"past": "past",
"previous": "past",
"historical": "past",
"future": "future",
"planned": "future",
"timeless": "timeless",
"rule": "timeless",
}
if raw in aliases:
return aliases[raw]
base = Mem0MemoryProvider._strip_explicit_prefix(content).lower()
if re.search(r"\b(plan|planned|later|upcoming|will|future)\b", base):
return "future"
if re.search(r"\b(always|never|must|should|unless|only if|expected to)\b", base):
return "timeless"
if re.search(r"\b(previously|earlier|before|used to|was|were|retired|on 20\d{2}-\d{2}-\d{2}|as of)\b", base):
return "past"
return "current"
@classmethod
def _decorate_explicit_memory(
cls,
content: str,
*,
target: str = "memory",
memory_class: Optional[str] = None,
time_scope: Optional[str] = None,
) -> str:
base = cls._strip_explicit_prefix(content)
memory_class_norm = cls._normalize_memory_class(memory_class, target=target, content=base)
time_scope_norm = cls._normalize_time_scope(time_scope, base)
prefix = _MEMORY_CLASS_PREFIX.get(memory_class_norm, "FACT")
if memory_class_norm == "preference":
return f"[{prefix}] {base}"
return f"[{prefix}/{time_scope_norm.upper()}] {base}"
@classmethod
def _build_explicit_metadata(
cls,
*,
target: str,
content: str,
memory_class: Optional[str] = None,
time_scope: Optional[str] = None,
metadata: Optional[Dict[str, Any]] = None,
source: str = "mem0_conclude",
action: str = "add",
) -> Dict[str, Any]:
merged = dict(metadata or {})
merged.setdefault("memory_target", target)
merged.setdefault("source", source)
merged.setdefault("write_action", action)
merged["memory_class"] = cls._normalize_memory_class(memory_class, target=target, content=content)
merged["time_scope"] = cls._normalize_time_scope(time_scope, content)
merged["explicit_memory"] = True
return merged
@classmethod
def _format_memory_for_display(cls, text: str) -> str:
return cls._strip_explicit_prefix(text)
def system_prompt_block(self) -> str:
return (
"# Mem0 Memory\n"
@ -234,6 +377,30 @@ class Mem0MemoryProvider(MemoryProvider):
"mem0_profile for a full overview."
)
def _search_with_fallback(self, client: Any, *, query: str, rerank: bool, top_k: int) -> list:
"""Search user-wide first, then fall back to agent-scoped reads if empty."""
results = self._unwrap_results(client.search(
query=query,
filters=self._read_filters(),
rerank=rerank,
top_k=top_k,
))
if results or not self._agent_id:
return results
return self._unwrap_results(client.search(
query=query,
filters=self._scoped_read_filters(),
rerank=rerank,
top_k=top_k,
))
def _get_all_with_fallback(self, client: Any) -> list:
"""Load user-wide memories first, then fall back to agent-scoped reads if empty."""
memories = self._unwrap_results(client.get_all(filters=self._read_filters()))
if memories or not self._agent_id:
return memories
return self._unwrap_results(client.get_all(filters=self._scoped_read_filters()))
def prefetch(self, query: str, *, session_id: str = "") -> str:
if self._prefetch_thread and self._prefetch_thread.is_alive():
self._prefetch_thread.join(timeout=3.0)
@ -251,16 +418,16 @@ class Mem0MemoryProvider(MemoryProvider):
def _run():
try:
client = self._get_client()
results = self._unwrap_results(client.search(
results = self._search_with_fallback(
client,
query=query,
filters=self._read_filters(),
rerank=self._rerank,
top_k=5,
))
)
if results:
lines = [r.get("memory", "") for r in results if r.get("memory")]
lines = [self._format_memory_for_display(r.get("memory", "")) for r in results if r.get("memory")]
with self._prefetch_lock:
self._prefetch_result = "\n".join(f"- {l}" for l in lines)
self._prefetch_result = "\n".join(f"- {l}" for l in lines if l)
self._record_success()
except Exception as e:
self._record_failure()
@ -273,6 +440,8 @@ class Mem0MemoryProvider(MemoryProvider):
"""Send the turn to Mem0 for server-side fact extraction (non-blocking)."""
if self._is_breaker_open():
return
if self._sync_turn_mode == "off":
return
def _sync():
try:
@ -310,12 +479,12 @@ class Mem0MemoryProvider(MemoryProvider):
if tool_name == "mem0_profile":
try:
memories = self._unwrap_results(client.get_all(filters=self._read_filters()))
memories = self._get_all_with_fallback(client)
self._record_success()
if not memories:
return json.dumps({"result": "No memories stored yet."})
lines = [m.get("memory", "") for m in memories if m.get("memory")]
return json.dumps({"result": "\n".join(lines), "count": len(lines)})
lines = [self._format_memory_for_display(m.get("memory", "")) for m in memories if m.get("memory")]
return json.dumps({"result": "\n".join(l for l in lines if l), "count": len(lines)})
except Exception as e:
self._record_failure()
return tool_error(f"Failed to fetch profile: {e}")
@ -327,16 +496,23 @@ class Mem0MemoryProvider(MemoryProvider):
rerank = args.get("rerank", False)
top_k = min(int(args.get("top_k", 10)), 50)
try:
results = self._unwrap_results(client.search(
results = self._search_with_fallback(
client,
query=query,
filters=self._read_filters(),
rerank=rerank,
top_k=top_k,
))
)
self._record_success()
if not results:
return json.dumps({"result": "No relevant memories found."})
items = [{"memory": r.get("memory", ""), "score": r.get("score", 0)} for r in results]
items = [
{
"memory": self._format_memory_for_display(r.get("memory", "")),
"score": r.get("score", 0),
"metadata": r.get("metadata", {}),
}
for r in results
]
return json.dumps({"results": items, "count": len(items)})
except Exception as e:
self._record_failure()
@ -347,21 +523,89 @@ class Mem0MemoryProvider(MemoryProvider):
if not conclusion:
return tool_error("Missing required parameter: conclusion")
try:
explicit_text = self._decorate_explicit_memory(
conclusion,
target="memory",
memory_class=args.get("memory_class"),
time_scope=args.get("time_scope"),
)
explicit_metadata = self._build_explicit_metadata(
target="memory",
content=conclusion,
memory_class=args.get("memory_class"),
time_scope=args.get("time_scope"),
metadata=args.get("metadata") if isinstance(args.get("metadata"), dict) else None,
source="mem0_conclude",
action="add",
)
client.add(
[{"role": "user", "content": conclusion}],
[{"role": "user", "content": explicit_text}],
**self._write_filters(),
infer=False,
metadata=explicit_metadata,
)
self._record_success()
return json.dumps({"result": "Fact stored."})
return json.dumps({
"result": "Fact stored.",
"stored": self._format_memory_for_display(explicit_text),
"memory_class": explicit_metadata.get("memory_class"),
"time_scope": explicit_metadata.get("time_scope"),
})
except Exception as e:
self._record_failure()
return tool_error(f"Failed to store: {e}")
return tool_error(f"Unknown tool: {tool_name}")
def on_memory_write(
self,
action: str,
target: str,
content: str,
metadata: Optional[Dict[str, Any]] = None,
) -> None:
"""Mirror built-in memory writes to Mem0 using explicit classification metadata."""
if self._is_breaker_open():
return
if action not in {"add", "replace"} or not (content or "").strip():
return
def _write():
try:
client = self._get_client()
explicit_text = self._decorate_explicit_memory(
content,
target=target,
memory_class=(metadata or {}).get("memory_class") if isinstance(metadata, dict) else None,
time_scope=(metadata or {}).get("time_scope") if isinstance(metadata, dict) else None,
)
explicit_metadata = self._build_explicit_metadata(
target=target,
content=content,
memory_class=(metadata or {}).get("memory_class") if isinstance(metadata, dict) else None,
time_scope=(metadata or {}).get("time_scope") if isinstance(metadata, dict) else None,
metadata=metadata,
source="builtin_memory_tool",
action=action,
)
client.add(
[{"role": "user", "content": explicit_text}],
**self._write_filters(),
infer=False,
metadata=explicit_metadata,
)
self._record_success()
except Exception as e:
self._record_failure()
logger.debug("Mem0 on_memory_write failed: %s", e)
if self._write_thread and self._write_thread.is_alive():
self._write_thread.join(timeout=2.0)
self._write_thread = threading.Thread(target=_write, daemon=True, name="mem0-memwrite")
self._write_thread.start()
def shutdown(self) -> None:
for t in (self._prefetch_thread, self._sync_thread):
for t in (self._prefetch_thread, self._sync_thread, self._write_thread):
if t and t.is_alive():
t.join(timeout=5.0)
with self._client_lock: