wrolpi/modules/ai/context.py
Roland 12cd8355ad
ai: kind-generic search_files / get_file / read_content
Small models carry every tool definition on every request, and the
per-kind trios (four searches, three getters, three readers) cost a
quarter of an 8k context while giving the model near-duplicate choices.
Three generic endpoints replace them:

- POST files/search: one search over videos, archives, and docs with an
  optional kind; channel (name or id), domain, author, subject each
  imply their kind and are ignored for other kinds.  When the term also
  names channels/domains/authors, they are returned as `matches` so the
  model can narrow without a second tool.  Channels resolve by name, so
  the library map already in the prompt is enough: no list call first.
- GET files/{id}: detail by id whatever the kind; videos now report
  has_captions/has_comments and the full description, archives keep
  their snapshot history.
- GET files/{id}/content?part=text|comments: captions, page text, or
  comments, paged; a wrong part for the kind says what the file is.

Inventories take an optional slug on GET /inventories (one tool lists
and fetches).  Listings are slimmed: no derivable captions/text links,
no size/mimetype, duration as H:MM:SS, published as a date.  The
library map gains the tag names.

wrolpi_mcp keeps every existing tool name; the wrappers now call the
generic routes, and search_files/get_file/read_content are exposed too.
The old per-kind endpoints remain until the modes switch over.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
2026-09-13 20:10:18 -06:00

91 lines
3.8 KiB
Python

"""The library map: a compact, live overview of this WROLPi injected into every chat.
Small models answer from what is in context. Without this block the model must spend a tool
round-trip (minutes on slow hardware) just to learn what channels exist — and it still misread
spellings. With it, exact names, counts, and today's date are in front of the model before the
first token. Kept to a few hundred tokens: names are capped and the block is cached briefly."""
import time
from typing import List, Optional
from sqlalchemy import func
from wrolpi.common import logger
from wrolpi.dates import now
from wrolpi.db import get_db_session
logger = logger.getChild(__name__)
# At most this many names per category; a huge library lists the rest as a count.
MAX_NAMES = 30
CACHE_SECONDS = 60
_cache = dict(text=None, expires=0.0)
def _capped_names(names: List[str], label: str) -> str:
names = [i for i in names if i]
if not names:
return f'{label}: none'
listed = ', '.join(sorted(names)[:MAX_NAMES])
extra = f' (and {len(names) - MAX_NAMES} more)' if len(names) > MAX_NAMES else ''
return f'{label} ({len(names)}): {listed}{extra}'
def build_library_context() -> str:
"""Build the library overview. Every query here must stay cheap (counts and name lists)."""
from modules.archive.models import Archive
from modules.docs.models import Doc
from modules.videos.models import Video
from modules.zim.models import Zim
from wrolpi.collections.models import Collection
lines = [f'Today is {now().strftime("%A, %B %d, %Y")}.', "The user's library contains:"]
with get_db_session() as session:
counts = {model.__name__: session.query(func.count(model.id)).scalar() or 0
for model in (Video, Archive, Doc)}
lines.append(f'- {counts["Video"]} videos, {counts["Archive"]} archived web pages,'
f' {counts["Doc"]} documents/ebooks.')
collections = session.query(Collection.kind, Collection.name).all()
channels = [name for kind, name in collections if kind == 'channel']
domains = [name for kind, name in collections if kind == 'domain']
lines.append(f'- {_capped_names(channels, "Video channels")}')
lines.append(f'- {_capped_names(domains, "Archived websites")}')
zims = session.query(Zim).all()
zim_titles = []
for zim in zims:
try:
zim_titles.append(zim.zim_metadata.title)
except Exception:
zim_titles.append(zim.path.name if zim.path else None)
lines.append(f'- {_capped_names(zim_titles, "Zim encyclopedias")}')
try:
from wrolpi import tags
lines.append(f'- {_capped_names([i["name"] for i in tags.get_tags()], "Tags")}')
except Exception as e:
logger.debug('Library context could not list tags', exc_info=e)
try:
from modules.inventory.common import get_inventory_configs
inventories = [i.get('name') for i in get_inventory_configs().all_inventories()]
lines.append(f'- {_capped_names(inventories, "Inventories")}')
except Exception as e:
logger.debug('Library context could not list inventories', exc_info=e)
lines.append('Use the exact names above; user spellings may differ.')
return '\n'.join(lines)
def get_library_context() -> Optional[str]:
"""The cached library overview; None when it cannot be built (chat proceeds without it)."""
if _cache['text'] is not None and time.time() < _cache['expires']:
return _cache['text']
try:
text = build_library_context()
except Exception as e:
logger.warning('Could not build the library context', exc_info=e)
return _cache['text']
_cache.update(text=text, expires=time.time() + CACHE_SECONDS)
return text