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https://github.com/MODSetter/SurfSense.git
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refactor: extract shared memory service
This commit is contained in:
parent
d66295aedd
commit
ceedd02353
10 changed files with 946 additions and 874 deletions
29
surfsense_backend/app/services/memory/__init__.py
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29
surfsense_backend/app/services/memory/__init__.py
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"""First-class memory service for user and team markdown memory."""
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from .service import (
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MemoryScope,
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SaveResult,
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extract_and_save,
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read_memory,
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reset_memory,
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save_memory,
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)
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from .validation import (
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MEMORY_HARD_LIMIT,
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MEMORY_SOFT_LIMIT,
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validate_bullet_format,
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validate_memory_scope,
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)
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__all__ = [
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"MEMORY_HARD_LIMIT",
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"MEMORY_SOFT_LIMIT",
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"MemoryScope",
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"SaveResult",
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"extract_and_save",
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"read_memory",
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"reset_memory",
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"save_memory",
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"validate_bullet_format",
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"validate_memory_scope",
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]
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110
surfsense_backend/app/services/memory/prompts.py
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110
surfsense_backend/app/services/memory/prompts.py
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"""Prompts used by the memory service."""
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FORCED_REWRITE_PROMPT = """\
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You are a memory curator. The following memory document exceeds the character \
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limit and must be shortened.
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RULES:
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1. Rewrite the document to be under {target} characters.
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2. Output Markdown only. Use clear `##` headings and concise bullet points.
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3. New-format bullets should look like: `- YYYY-MM-DD: memory text`.
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4. If the input contains legacy markers like `(YYYY-MM-DD) [fact]`, preserve the
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information but remove the inline marker in the output.
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5. Preserve durable instructions and preferences before generic facts when
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compressing personal memory.
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6. Preserve existing headings when useful; merge duplicate headings and bullets.
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7. Output ONLY the consolidated markdown — no explanations, no wrapping.
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<memory_document>
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{content}
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</memory_document>"""
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USER_MEMORY_EXTRACT_PROMPT = """\
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You are a memory extraction assistant. Analyze the user's message and decide \
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if it contains any long-term information worth persisting to personal memory.
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Worth remembering: preferences, background/identity, goals, projects, \
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instructions, tools/languages they use, decisions, expertise, workplace — \
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durable facts that will matter in future conversations.
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NOT worth remembering: greetings, one-off factual questions, session \
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logistics, ephemeral requests, follow-up clarifications with no new personal \
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info, things that only matter for the current task.
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If there is nothing durable to remember, choose `action = no_update`.
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If the message contains memorizable information, choose `action = save` and \
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return the FULL updated memory document with the new information merged into \
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existing content.
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FORMAT RULES FOR `updated_memory`:
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- Markdown only.
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- Every entry should be under a `##` heading.
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- Recommended headings: `## Facts`, `## Preferences`, `## Instructions`.
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- New bullets should use: `- YYYY-MM-DD: memory text`.
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- If current memory uses legacy `(YYYY-MM-DD) [fact|pref|instr]` markers,
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preserve the information but write the updated document in the new
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heading-based format.
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- Use the user's first name from `<user_name>` when helpful, not "the user".
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- Do not duplicate existing information.
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<user_name>{user_name}</user_name>
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<current_memory>
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{current_memory}
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</current_memory>
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<user_message>
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{user_message}
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</user_message>"""
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TEAM_MEMORY_EXTRACT_PROMPT = """\
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You are a team-memory extraction assistant. Analyze the latest message and \
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decide if it contains durable TEAM-level information worth persisting.
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Decision policy:
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- Prioritize recall for durable team context, while avoiding personal-only facts.
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- Do NOT require explicit consensus language. A direct team-level statement can
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be stored if it is stable and broadly useful for future team chats.
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- If evidence is weak or clearly tentative, choose `action = no_update`.
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Worth remembering (team-level only):
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- Decisions and defaults that guide future team work
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- Team conventions/standards (naming, review policy, coding norms)
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- Stable org/project facts (locations, ownership, constraints)
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- Long-lived architecture/process facts
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- Ongoing priorities that are likely relevant beyond this turn
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NOT worth remembering:
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- Personal preferences or biography of one person
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- Questions, brainstorming, tentative ideas, or speculation
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- One-off requests, status updates, TODOs, logistics for this session
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- Information scoped only to a single ephemeral task
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If the message contains memorizable team information, choose `action = save` \
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and return the FULL updated team memory document with new facts merged into \
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existing content.
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FORMAT RULES FOR `updated_memory`:
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- Markdown only.
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- Every entry should be under a `##` heading.
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- Recommended headings: `## Product Decisions`, `## Engineering Conventions`,
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`## Project Facts`, `## Open Questions`.
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- New bullets should use: `- YYYY-MM-DD: memory text`.
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- If current memory uses legacy `(YYYY-MM-DD) [fact]` markers, preserve the
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information but write the updated document in the new heading-based format.
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- Do not create personal headings such as `## Preferences`, `## Instructions`,
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or `## Personal Notes`.
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- Preserve neutral team phrasing; avoid person-specific memory unless role-anchored.
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<current_team_memory>
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{current_memory}
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</current_team_memory>
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<latest_message_author>
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{author}
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</latest_message_author>
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<latest_message>
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{user_message}
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</latest_message>"""
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35
surfsense_backend/app/services/memory/rewrite.py
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35
surfsense_backend/app/services/memory/rewrite.py
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"""LLM-backed memory rewrite helpers."""
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from __future__ import annotations
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import logging
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from typing import Any
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from langchain_core.messages import HumanMessage
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from app.services.memory.prompts import FORCED_REWRITE_PROMPT
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from app.services.memory.validation import MEMORY_HARD_LIMIT
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from app.utils.content_utils import extract_text_content
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logger = logging.getLogger(__name__)
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async def forced_rewrite(content: str, llm: Any) -> str | None:
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"""Use a focused LLM call to compress memory under the hard limit."""
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try:
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prompt = FORCED_REWRITE_PROMPT.format(
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target=MEMORY_HARD_LIMIT,
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content=content,
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)
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response = await llm.ainvoke(
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[HumanMessage(content=prompt)],
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config={"tags": ["surfsense:internal", "memory-rewrite"]},
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)
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text = extract_text_content(response.content).strip()
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if not text:
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logger.warning("Forced memory rewrite returned empty text")
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return None
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return text
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except Exception:
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logger.exception("Forced memory rewrite LLM call failed")
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return None
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23
surfsense_backend/app/services/memory/schemas.py
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23
surfsense_backend/app/services/memory/schemas.py
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"""Structured output schemas for memory extraction."""
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from __future__ import annotations
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from typing import Literal
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from pydantic import BaseModel, Field
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class MemoryExtractionDecision(BaseModel):
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"""Structured extraction result; avoids string sentinel parsing."""
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action: Literal["no_update", "save"] = Field(
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description="Choose no_update when nothing durable should be saved; choose save otherwise."
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)
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reason: str | None = Field(
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default=None,
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description="Short reason for no_update, or brief summary of the memory update.",
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)
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updated_memory: str | None = Field(
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default=None,
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description="The full updated markdown memory document when action is save.",
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)
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300
surfsense_backend/app/services/memory/service.py
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300
surfsense_backend/app/services/memory/service.py
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"""Canonical read/write/reset/extract service for markdown memory."""
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from __future__ import annotations
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import logging
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from dataclasses import dataclass, field
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from enum import StrEnum
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from typing import Any, Literal
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from uuid import UUID
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from langchain_core.messages import HumanMessage
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from pydantic import BaseModel
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from sqlalchemy import select
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from sqlalchemy.ext.asyncio import AsyncSession
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from app.db import SearchSpace, User
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from app.services.memory.prompts import (
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TEAM_MEMORY_EXTRACT_PROMPT,
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USER_MEMORY_EXTRACT_PROMPT,
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)
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from app.services.memory.rewrite import forced_rewrite
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from app.services.memory.schemas import MemoryExtractionDecision
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from app.services.memory.validation import (
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MEMORY_HARD_LIMIT,
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soft_limit_warning,
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strip_preamble_to_first_heading,
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validate_bullet_format,
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validate_diff,
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validate_heading_sanity,
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validate_memory_scope,
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validate_memory_size,
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)
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logger = logging.getLogger(__name__)
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class MemoryScope(StrEnum):
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USER = "user"
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TEAM = "team"
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@dataclass(frozen=True)
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class SaveResult:
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status: Literal["saved", "error", "no_op"]
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message: str
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memory_md: str = ""
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warnings: list[str] = field(default_factory=list)
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diff_warnings: list[str] = field(default_factory=list)
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format_warnings: list[str] = field(default_factory=list)
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notice: str | None = None
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def to_dict(self) -> dict[str, Any]:
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data: dict[str, Any] = {
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"status": self.status,
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"message": self.message,
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"memory_md": self.memory_md,
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}
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if self.notice:
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data["notice"] = self.notice
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if self.warnings:
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data["warnings"] = self.warnings
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if len(self.warnings) == 1:
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data["warning"] = self.warnings[0]
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if self.diff_warnings:
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data["diff_warnings"] = self.diff_warnings
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if self.format_warnings:
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data["format_warnings"] = self.format_warnings
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return data
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class MemoryRead(BaseModel):
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memory_md: str
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def _normalize_scope(scope: MemoryScope | str) -> MemoryScope:
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return scope if isinstance(scope, MemoryScope) else MemoryScope(scope)
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def _normalize_user_id(target_id: str | UUID) -> UUID:
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return UUID(target_id) if isinstance(target_id, str) else target_id
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async def _load_target(
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*,
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scope: MemoryScope | str,
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target_id: str | int | UUID,
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session: AsyncSession,
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) -> User | SearchSpace | None:
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normalized = _normalize_scope(scope)
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if normalized is MemoryScope.USER:
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result = await session.execute(
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select(User).where(User.id == _normalize_user_id(target_id)) # type: ignore[arg-type]
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)
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return result.scalars().first()
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result = await session.execute(select(SearchSpace).where(SearchSpace.id == int(target_id)))
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return result.scalars().first()
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def _get_memory(target: User | SearchSpace, scope: MemoryScope) -> str:
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if scope is MemoryScope.USER:
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return getattr(target, "memory_md", None) or ""
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return getattr(target, "shared_memory_md", None) or ""
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def _set_memory(target: User | SearchSpace, scope: MemoryScope, content: str) -> None:
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if scope is MemoryScope.USER:
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target.memory_md = content
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else:
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target.shared_memory_md = content
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async def read_memory(
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*,
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scope: MemoryScope | str,
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target_id: str | int | UUID,
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session: AsyncSession,
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) -> str:
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normalized = _normalize_scope(scope)
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target = await _load_target(scope=normalized, target_id=target_id, session=session)
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if target is None:
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return ""
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return _get_memory(target, normalized)
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async def save_memory(
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*,
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scope: MemoryScope | str,
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target_id: str | int | UUID,
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content: str,
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session: AsyncSession,
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llm: Any | None = None,
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) -> SaveResult:
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normalized = _normalize_scope(scope)
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if not isinstance(content, str):
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return SaveResult(
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status="error",
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message="Internal error: memory payload must be a string.",
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)
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target = await _load_target(scope=normalized, target_id=target_id, session=session)
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if target is None:
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return SaveResult(
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status="error",
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message="User not found." if normalized is MemoryScope.USER else "Search space not found.",
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)
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old_memory = _get_memory(target, normalized)
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next_content = strip_preamble_to_first_heading(content.strip())
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notice: str | None = None
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warnings: list[str] = []
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if len(next_content) > MEMORY_HARD_LIMIT and llm is not None:
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rewritten = await forced_rewrite(next_content, llm)
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if rewritten is not None and len(rewritten) < len(next_content):
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next_content = strip_preamble_to_first_heading(rewritten)
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notice = "Memory was automatically rewritten to fit within limits."
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for validation in (
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validate_memory_size(next_content),
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validate_heading_sanity(next_content),
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):
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if validation:
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return SaveResult(
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status="error",
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message=validation["message"],
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memory_md=old_memory,
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)
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scope_error, scope_warnings = validate_memory_scope(
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next_content,
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normalized.value,
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old_memory=old_memory,
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)
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warnings.extend(scope_warnings)
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if scope_error:
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return SaveResult(
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status="error",
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message=scope_error["message"],
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memory_md=old_memory,
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warnings=warnings,
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)
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try:
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_set_memory(target, normalized, next_content)
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session.add(target)
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await session.commit()
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except Exception as e:
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logger.exception("Failed to update %s memory: %s", normalized.value, e)
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await session.rollback()
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return SaveResult(
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status="error",
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message=f"Failed to update {normalized.value} memory: {e}",
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memory_md=old_memory,
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)
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diff_warnings = validate_diff(old_memory, next_content)
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format_warnings = validate_bullet_format(next_content)
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warning = soft_limit_warning(next_content)
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if warning:
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warnings.append(warning)
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return SaveResult(
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status="saved",
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message=(
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"Memory updated."
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if normalized is MemoryScope.USER
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else "Team memory updated."
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),
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memory_md=next_content,
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warnings=warnings,
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diff_warnings=diff_warnings,
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format_warnings=format_warnings,
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notice=notice,
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)
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async def reset_memory(
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*,
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scope: MemoryScope | str,
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target_id: str | int | UUID,
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session: AsyncSession,
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) -> SaveResult:
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return await save_memory(
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scope=scope,
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target_id=target_id,
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content="",
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session=session,
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llm=None,
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)
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async def extract_and_save(
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*,
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scope: MemoryScope | str,
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target_id: str | int | UUID,
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user_message: str,
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actor_display_name: str | None,
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session: AsyncSession,
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llm: Any,
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) -> SaveResult:
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normalized = _normalize_scope(scope)
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current_memory = await read_memory(
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scope=normalized,
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target_id=target_id,
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session=session,
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)
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if normalized is MemoryScope.USER:
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first_name = (
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actor_display_name.strip().split()[0]
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if actor_display_name and actor_display_name.strip()
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else "The user"
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)
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prompt = USER_MEMORY_EXTRACT_PROMPT.format(
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current_memory=current_memory or "(empty)",
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user_message=user_message,
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user_name=first_name,
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)
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else:
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prompt = TEAM_MEMORY_EXTRACT_PROMPT.format(
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current_memory=current_memory or "(empty)",
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author=actor_display_name or "Unknown team member",
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user_message=user_message,
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)
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try:
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structured = llm.with_structured_output(MemoryExtractionDecision)
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decision = await structured.ainvoke(
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[HumanMessage(content=prompt)],
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config={"tags": ["surfsense:internal", "memory-extraction"]},
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)
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except Exception:
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logger.exception("Structured memory extraction failed")
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return SaveResult(
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status="error",
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message="Structured memory extraction failed.",
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memory_md=current_memory,
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)
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if decision.action == "no_update":
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return SaveResult(
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status="no_op",
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||||
message=decision.reason or "No durable memory to persist.",
|
||||
memory_md=current_memory,
|
||||
)
|
||||
|
||||
if not decision.updated_memory:
|
||||
return SaveResult(
|
||||
status="error",
|
||||
message="Structured memory extraction chose save without updated_memory.",
|
||||
memory_md=current_memory,
|
||||
)
|
||||
|
||||
return await save_memory(
|
||||
scope=normalized,
|
||||
target_id=target_id,
|
||||
content=decision.updated_memory,
|
||||
session=session,
|
||||
llm=llm,
|
||||
)
|
||||
158
surfsense_backend/app/services/memory/validation.py
Normal file
158
surfsense_backend/app/services/memory/validation.py
Normal file
|
|
@ -0,0 +1,158 @@
|
|||
"""Validation helpers for markdown-backed memory."""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import re
|
||||
from typing import Literal
|
||||
|
||||
MEMORY_SOFT_LIMIT = 18_000
|
||||
MEMORY_HARD_LIMIT = 25_000
|
||||
|
||||
_SECTION_HEADING_RE = re.compile(r"^##\s+(.+)$", re.MULTILINE)
|
||||
_HEADING_LINE_RE = re.compile(r"^##\s+\S+", re.MULTILINE)
|
||||
_HEADING_NORMALIZE_RE = re.compile(r"[^a-z0-9]+")
|
||||
_LEGACY_BULLET_RE = re.compile(r"^-\s+\(\d{4}-\d{2}-\d{2}\)\s+\[(fact|pref|instr)\]\s+.+$")
|
||||
_NEW_BULLET_RE = re.compile(r"^-\s+\d{4}-\d{2}-\d{2}:\s+.+$")
|
||||
|
||||
_FORBIDDEN_TEAM_HEADINGS = {
|
||||
"preferences",
|
||||
"instructions",
|
||||
"personal notes",
|
||||
"personal instructions",
|
||||
}
|
||||
|
||||
|
||||
def has_markdown_heading(content: str) -> bool:
|
||||
return bool(_HEADING_LINE_RE.search(content))
|
||||
|
||||
|
||||
def strip_preamble_to_first_heading(content: str) -> str:
|
||||
"""Drop model preamble before the first ``##`` heading, if one exists."""
|
||||
match = _HEADING_LINE_RE.search(content)
|
||||
if not match:
|
||||
return content.strip()
|
||||
return content[match.start() :].strip()
|
||||
|
||||
|
||||
def extract_headings(memory: str | None) -> set[str]:
|
||||
if not memory:
|
||||
return set()
|
||||
return {_normalize_heading(h) for h in _SECTION_HEADING_RE.findall(memory)}
|
||||
|
||||
|
||||
def _normalize_heading(heading: str) -> str:
|
||||
return _HEADING_NORMALIZE_RE.sub(" ", heading.strip().lower()).strip()
|
||||
|
||||
|
||||
def validate_memory_size(content: str) -> dict[str, str] | None:
|
||||
length = len(content)
|
||||
if length > MEMORY_HARD_LIMIT:
|
||||
return {
|
||||
"status": "error",
|
||||
"message": (
|
||||
f"Memory exceeds {MEMORY_HARD_LIMIT:,} character limit "
|
||||
f"({length:,} chars). Consolidate by merging related items, "
|
||||
"removing outdated entries, and shortening descriptions."
|
||||
),
|
||||
}
|
||||
return None
|
||||
|
||||
|
||||
def validate_heading_sanity(content: str) -> dict[str, str] | None:
|
||||
"""Block long prose blobs without headings unless they are legacy bullets."""
|
||||
stripped = content.strip()
|
||||
if not stripped:
|
||||
return None
|
||||
if has_markdown_heading(stripped):
|
||||
return None
|
||||
if len(stripped) <= 40:
|
||||
return None
|
||||
if any(_LEGACY_BULLET_RE.match(line.strip()) for line in stripped.splitlines()):
|
||||
return None
|
||||
return {
|
||||
"status": "error",
|
||||
"message": "Memory must be markdown with at least one ## heading.",
|
||||
}
|
||||
|
||||
|
||||
def validate_memory_scope(
|
||||
content: str,
|
||||
scope: Literal["user", "team"],
|
||||
*,
|
||||
old_memory: str | None = None,
|
||||
) -> tuple[dict[str, str] | None, list[str]]:
|
||||
"""Reject new personal headings in team memory, grandfather existing ones."""
|
||||
if scope != "team":
|
||||
return None, []
|
||||
|
||||
old_forbidden = extract_headings(old_memory) & _FORBIDDEN_TEAM_HEADINGS
|
||||
new_forbidden = extract_headings(content) & _FORBIDDEN_TEAM_HEADINGS
|
||||
introduced = sorted(new_forbidden - old_forbidden)
|
||||
grandfathered = sorted(new_forbidden & old_forbidden)
|
||||
|
||||
warnings: list[str] = []
|
||||
if grandfathered:
|
||||
warnings.append(
|
||||
"Team memory contains legacy personal headings: "
|
||||
+ ", ".join(grandfathered)
|
||||
+ ". Please consolidate them into team-safe headings."
|
||||
)
|
||||
if introduced:
|
||||
return (
|
||||
{
|
||||
"status": "error",
|
||||
"message": (
|
||||
"Team memory cannot introduce personal headings: "
|
||||
+ ", ".join(introduced)
|
||||
+ ". Use team-safe headings instead."
|
||||
),
|
||||
},
|
||||
warnings,
|
||||
)
|
||||
return None, warnings
|
||||
|
||||
|
||||
def validate_bullet_format(content: str) -> list[str]:
|
||||
warnings: list[str] = []
|
||||
for line in content.splitlines():
|
||||
stripped = line.strip()
|
||||
if not stripped.startswith("- "):
|
||||
continue
|
||||
if _NEW_BULLET_RE.match(stripped) or _LEGACY_BULLET_RE.match(stripped):
|
||||
continue
|
||||
short = stripped[:80] + ("..." if len(stripped) > 80 else "")
|
||||
warnings.append(f"Non-standard memory bullet: {short}")
|
||||
return warnings
|
||||
|
||||
|
||||
def validate_diff(old_memory: str | None, new_memory: str) -> list[str]:
|
||||
if not old_memory:
|
||||
return []
|
||||
|
||||
warnings: list[str] = []
|
||||
old_headings = extract_headings(old_memory)
|
||||
new_headings = extract_headings(new_memory)
|
||||
dropped = old_headings - new_headings
|
||||
if dropped:
|
||||
names = ", ".join(sorted(dropped))
|
||||
warnings.append(
|
||||
f"Sections removed: {names}. If unintentional, restore from the settings page."
|
||||
)
|
||||
|
||||
old_len = len(old_memory)
|
||||
new_len = len(new_memory)
|
||||
if old_len > 0 and new_len < old_len * 0.4:
|
||||
warnings.append(
|
||||
f"Memory shrank significantly ({old_len:,} -> {new_len:,} chars). Possible data loss."
|
||||
)
|
||||
return warnings
|
||||
|
||||
|
||||
def soft_limit_warning(content: str) -> str | None:
|
||||
length = len(content)
|
||||
if length > MEMORY_SOFT_LIMIT:
|
||||
return (
|
||||
f"Memory is at {length:,}/{MEMORY_HARD_LIMIT:,} characters. "
|
||||
"Consolidate by merging related items and removing less important entries."
|
||||
)
|
||||
return None
|
||||
Loading…
Add table
Add a link
Reference in a new issue