Implement MediaShelf v1
The application the design describes: Flask + SQLite, Plex for library data, Tautulli for watch history, report-only. Structure follows the design's seams. providers/ splits MediaProvider from HistoryProvider, because on this network library data and watch data live on different machines and Jellyfin later will have no Tautulli equivalent. scoring.py implements the reclaim score twice - as a SQL expression for the live grid (weights change on every slider drag, so storing it would mean rewriting thousands of rows per drag) and in Python for CSV export and tests, with a property test over 500 generated rows asserting the two agree. rules.py compiles saved views to parameterized SQL through a field/operator whitelist; nothing user-supplied is ever interpolated. Three properties are enforced by test rather than asserted in prose: - Ingest is idempotent. Three consecutive full scans leave every count and every byte total unchanged. A scanner that double-counts produces a report that looks plausible and is wrong. - Keep marks survive Plex reassigning every rating key in the library. They are keyed on content GUID, scoped per library so the Movies and 4K Movies copies of the same film mark independently. - Every config variable the app reads is declared in docker-compose.yml, so a variable set in Portainer can never silently do nothing. Also found and fixed while verifying against a fake Plex+Tautulli pair: executescript() commits the pending transaction, so migrations needed their BEGIN/COMMIT inside the script; replaceChildren() renders null as the literal text "null"; a hash-only URL change does not reload the document, so deep links needed a hashchange listener; and SQLite ROUND rounds half away from zero where Python rounds half to even. 73 tests, no live server required. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01GVbG48GAXfCZatcmX123Ra
This commit is contained in:
parent
58c2883492
commit
6a557bcdd9
37 changed files with 6486 additions and 85 deletions
68
mediashelf/providers/__init__.py
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68
mediashelf/providers/__init__.py
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"""Provider construction and history-source selection."""
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from __future__ import annotations
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import logging
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from .base import ( # noqa: F401
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Account,
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AuthError,
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Coverage,
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HistoryProvider,
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Item,
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Library,
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MediaProvider,
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Part,
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ProviderError,
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ServerInfo,
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WatchEvent,
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)
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from .plex import PlexClient, PlexHistoryProvider, PlexProvider
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from .tautulli import TautulliClient, TautulliHistoryProvider
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log = logging.getLogger(__name__)
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def build_media_provider(cfg) -> PlexProvider:
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client = PlexClient(
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cfg.plex_base_url, cfg.plex_token,
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timeout=cfg.plex_timeout_s,
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verify_ssl=cfg.plex_verify_ssl,
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page_size=cfg.plex_page_size,
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request_delay_ms=cfg.plex_request_delay_ms,
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)
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return PlexProvider(client)
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def build_history_provider(cfg, media: PlexProvider):
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"""Pick a history source per HISTORY_SOURCE (§4.11).
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'auto' prefers Tautulli and falls back to Plex, reporting the reason rather
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than degrading silently — a silently degraded score is one that gets trusted
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when it shouldn't be. Returns (provider, degraded_reason_or_None).
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"""
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mode = (cfg.history_source or "auto").lower()
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if mode == "plex":
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return PlexHistoryProvider(media.client), None
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if mode in ("auto", "tautulli"):
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if not cfg.tautulli_configured:
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if mode == "tautulli":
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raise ProviderError("HISTORY_SOURCE=tautulli but Tautulli is not configured")
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return PlexHistoryProvider(media.client), "Tautulli is not configured"
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client = TautulliClient(
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cfg.tautulli_base_url, cfg.tautulli_api_key,
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timeout=cfg.tautulli_timeout_s, page_size=cfg.tautulli_page_size,
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)
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provider = TautulliHistoryProvider(client)
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try:
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provider.server_info()
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return provider, None
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except ProviderError as e:
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if mode == "tautulli":
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raise
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log.warning("Tautulli unreachable, falling back to Plex history: %s", e)
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return PlexHistoryProvider(media.client), "Tautulli unreachable: %s" % e
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raise ProviderError("unknown HISTORY_SOURCE %r" % cfg.history_source)
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139
mediashelf/providers/base.py
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139
mediashelf/providers/base.py
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"""Provider protocols and the normalized types everything above this layer speaks.
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Two protocols, deliberately separate (§3.1): MediaProvider knows what exists,
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HistoryProvider knows what was watched. On this network those are two different
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machines — Plex on Loki, Tautulli on Isis — and Emby/Jellyfin later will have no
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Tautulli equivalent at all.
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"""
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from __future__ import annotations
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from dataclasses import dataclass, field
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from typing import Iterator, Protocol, runtime_checkable
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class ProviderError(RuntimeError):
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"""Any failure talking to a source. Carries a message safe to display."""
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class AuthError(ProviderError):
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"""Credentials rejected. Never retried — a retry loop won't fix a bad token."""
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@dataclass
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class ServerInfo:
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kind: str
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name: str
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version: str = ""
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server_id: str = "" # Plex machineIdentifier / Tautulli pms_identifier
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base_url: str = ""
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@dataclass
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class Library:
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provider_key: str
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title: str
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kind: str # 'movie' | 'show'
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locations: list[str] = field(default_factory=list)
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@dataclass
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class Part:
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file_path: str
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size_bytes: int = 0
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provider_part_id: str | None = None
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container: str | None = None
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resolution: str | None = None
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video_codec: str | None = None
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audio_codec: str | None = None
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bitrate: int | None = None
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@dataclass
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class Item:
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"""A movie or an episode as the source reports it.
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Episodes carry their season and show identity so the ingest can roll them up
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without a second pass over the API.
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"""
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provider_item_id: str
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kind: str # 'movie' | 'episode'
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title: str
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library_key: str
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guid: str | None = None
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sort_title: str | None = None
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year: int | None = None
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added_at: int | None = None
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updated_at: int | None = None
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duration_ms: int = 0
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view_count: int = 0
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last_viewed_at: int | None = None
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resolution: str | None = None
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video_codec: str | None = None
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parts: list[Part] = field(default_factory=list)
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# episode-only
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show_id: str | None = None
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show_title: str | None = None
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show_guid: str | None = None
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season_id: str | None = None
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season_number: int | None = None
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episode_number: int | None = None
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@property
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def size_bytes(self) -> int:
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return sum(p.size_bytes for p in self.parts)
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@dataclass
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class WatchEvent:
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"""One playback event, normalized across sources."""
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source: str # 'tautulli' | 'plex'
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source_row_id: str
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provider_item_id: str
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viewed_at: int
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account_id: str | None = None
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reference_id: str | None = None
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stopped_at: int | None = None
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play_duration_s: int | None = None
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paused_counter_s: int | None = None
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percent_complete: int | None = None
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watched_status: float | None = None
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media_type: str | None = None
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platform: str | None = None
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@dataclass
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class Account:
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account_id: str
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name: str | None = None
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friendly_name: str | None = None
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@dataclass
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class Coverage:
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earliest_event_at: int | None
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latest_event_at: int | None
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event_count: int
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@runtime_checkable
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class MediaProvider(Protocol):
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def server_info(self) -> ServerInfo: ...
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def libraries(self) -> list[Library]: ...
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def items(self, library: Library) -> Iterator[Item]: ...
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def refresh_library(self, library: Library) -> None: ... # v2 only
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@runtime_checkable
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class HistoryProvider(Protocol):
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name: str
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def server_info(self) -> ServerInfo: ...
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def accounts(self) -> list[Account]: ...
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def watch_events(self, since: int | None = None) -> Iterator[WatchEvent]: ...
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def coverage(self) -> Coverage: ...
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@property
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def has_completion_data(self) -> bool: ...
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294
mediashelf/providers/plex.py
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294
mediashelf/providers/plex.py
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"""Plex Media Server provider.
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Talks directly to the server on the LAN with a server token — no plex.tv round
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trip, so it works whether or not Plex's cloud is up. JSON throughout via the
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Accept header, which avoids XML parsing entirely (§4.1).
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"""
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from __future__ import annotations
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import logging
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import time
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from typing import Iterator
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import requests
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from .base import (
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Account,
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AuthError,
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Coverage,
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Item,
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Library,
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Part,
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ProviderError,
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ServerInfo,
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WatchEvent,
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)
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log = logging.getLogger(__name__)
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LIBTYPE_MOVIE = 1
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LIBTYPE_SHOW = 2
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LIBTYPE_SEASON = 3
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LIBTYPE_EPISODE = 4
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def _int(v, default=0):
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try:
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return int(v)
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except (TypeError, ValueError):
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return default
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def _opt_int(v):
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try:
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return int(v)
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except (TypeError, ValueError):
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return None
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class PlexClient:
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def __init__(self, base_url: str, token: str, *, timeout: int = 30,
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verify_ssl: bool = True, page_size: int = 500,
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request_delay_ms: int = 0, client_id: str = "mediashelf"):
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if not base_url or not token:
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raise ProviderError("Plex is not configured (PLEX_BASE_URL / PLEX_TOKEN)")
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self.base_url = base_url.rstrip("/")
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self.timeout = timeout
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self.verify_ssl = verify_ssl
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self.page_size = page_size
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self.delay = request_delay_ms / 1000.0
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self.session = requests.Session()
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self.session.headers.update({
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"X-Plex-Token": token,
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"Accept": "application/json",
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"X-Plex-Product": "MediaShelf",
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"X-Plex-Client-Identifier": client_id,
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})
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def get(self, path: str, params: dict | None = None, *, headers: dict | None = None) -> dict:
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url = self.base_url + path
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last: Exception | None = None
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for attempt in range(3):
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try:
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if self.delay:
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time.sleep(self.delay)
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r = self.session.get(url, params=params, headers=headers,
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timeout=self.timeout, verify=self.verify_ssl)
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if r.status_code in (401, 403):
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raise AuthError("Plex rejected the token (HTTP %s)" % r.status_code)
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r.raise_for_status()
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return r.json().get("MediaContainer", {}) or {}
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except AuthError:
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raise # never retried: a retry loop will not fix a bad token
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except Exception as e: # noqa: BLE001
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last = e
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if attempt < 2:
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time.sleep(2 ** attempt)
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raise ProviderError("Plex request failed: %s (%s)" % (path, last))
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def paged(self, path: str, params: dict | None = None) -> Iterator[dict]:
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"""Yield Metadata rows, paging with X-Plex-Container-* headers."""
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start = 0
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while True:
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headers = {
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"X-Plex-Container-Start": str(start),
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"X-Plex-Container-Size": str(self.page_size),
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}
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mc = self.get(path, params, headers=headers)
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batch = mc.get("Metadata") or []
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if not batch:
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return
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for row in batch:
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yield row
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start += len(batch)
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total = _int(mc.get("totalSize") or mc.get("size") or 0)
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if start >= total:
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return
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class PlexProvider:
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"""MediaProvider implementation."""
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kind = "plex"
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def __init__(self, client: PlexClient):
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self.client = client
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# ── identity ─────────────────────────────────────────────────────────
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def server_info(self) -> ServerInfo:
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mc = self.client.get("/identity")
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return ServerInfo(
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kind="plex",
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name=mc.get("friendlyName") or "Plex",
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version=mc.get("version") or "",
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server_id=mc.get("machineIdentifier") or "",
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base_url=self.client.base_url,
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)
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# ── libraries ────────────────────────────────────────────────────────
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def libraries(self) -> list[Library]:
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mc = self.client.get("/library/sections")
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out = []
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for d in mc.get("Directory") or []:
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kind = d.get("type")
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if kind not in ("movie", "show"):
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continue # music/photo/other are out of scope (§1.2)
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out.append(Library(
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provider_key=str(d.get("key")),
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title=(d.get("title") or "").strip(),
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kind=kind,
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locations=[loc.get("path") for loc in (d.get("Location") or [])
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if loc.get("path")],
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))
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return out
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# ── items ────────────────────────────────────────────────────────────
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def items(self, library: Library) -> Iterator[Item]:
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libtype = LIBTYPE_MOVIE if library.kind == "movie" else LIBTYPE_EPISODE
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path = "/library/sections/%s/all" % library.provider_key
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for row in self.client.paged(path, {"type": libtype}):
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item = self._to_item(row, library)
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if item is not None:
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yield item
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def show_guids(self, library: Library) -> dict[str, str]:
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"""Map show ratingKey -> show guid.
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Episodes carry grandparentRatingKey but not the show's guid, and keep
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marks for seasons are keyed on the SHOW's guid (§6.6), so this mapping
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has to be fetched separately — one cheap request per show library.
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"""
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out: dict[str, str] = {}
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path = "/library/sections/%s/all" % library.provider_key
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for row in self.client.paged(path, {"type": LIBTYPE_SHOW}):
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rk = row.get("ratingKey")
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if rk is not None:
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out[str(rk)] = row.get("guid") or ""
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return out
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@staticmethod
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def _to_item(row: dict, library: Library) -> Item | None:
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rk = row.get("ratingKey")
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if rk is None:
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return None
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parts: list[Part] = []
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resolution = video_codec = None
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for media in row.get("Media") or []:
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if resolution is None:
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resolution = media.get("videoResolution")
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video_codec = media.get("videoCodec")
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for p in media.get("Part") or []:
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if not p.get("file"):
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continue
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parts.append(Part(
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file_path=p["file"],
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size_bytes=_int(p.get("size")),
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provider_part_id=str(p.get("id")) if p.get("id") is not None else None,
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container=p.get("container") or media.get("container"),
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resolution=media.get("videoResolution"),
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video_codec=media.get("videoCodec"),
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audio_codec=media.get("audioCodec"),
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bitrate=_opt_int(media.get("bitrate")),
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))
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kind = "movie" if library.kind == "movie" else "episode"
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return Item(
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provider_item_id=str(rk),
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kind=kind,
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title=row.get("title") or "(untitled)",
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library_key=library.provider_key,
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guid=row.get("guid"),
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sort_title=row.get("titleSort"),
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year=_opt_int(row.get("year")),
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added_at=_opt_int(row.get("addedAt")),
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updated_at=_opt_int(row.get("updatedAt")),
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duration_ms=_int(row.get("duration")),
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view_count=_int(row.get("viewCount")),
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last_viewed_at=_opt_int(row.get("lastViewedAt")),
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resolution=resolution,
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video_codec=video_codec,
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parts=parts,
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show_id=str(row["grandparentRatingKey"]) if row.get("grandparentRatingKey") is not None else None,
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show_title=row.get("grandparentTitle"),
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season_id=str(row["parentRatingKey"]) if row.get("parentRatingKey") is not None else None,
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season_number=_opt_int(row.get("parentIndex")),
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episode_number=_opt_int(row.get("index")),
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)
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def refresh_library(self, library: Library) -> None:
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raise NotImplementedError("v1 never writes to Plex (§1.2)")
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class PlexHistoryProvider:
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"""Fallback HistoryProvider using /status/sessions/history/all.
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Server-wide across accounts, which solves the token-scoping problem — but it
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records only that a play happened, never how far it got. Everything it
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returns is therefore treated as a completed view and the 'rejection' score
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component drops out of the weighting (§4.11).
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"""
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name = "plex"
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def __init__(self, client: PlexClient):
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self.client = client
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@property
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def has_completion_data(self) -> bool:
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return False
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def server_info(self) -> ServerInfo:
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mc = self.client.get("/identity")
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return ServerInfo(
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kind="plex",
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name=mc.get("friendlyName") or "Plex",
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version=mc.get("version") or "",
|
||||
server_id=mc.get("machineIdentifier") or "",
|
||||
base_url=self.client.base_url,
|
||||
)
|
||||
|
||||
def accounts(self) -> list[Account]:
|
||||
try:
|
||||
mc = self.client.get("/accounts")
|
||||
except ProviderError:
|
||||
return []
|
||||
out = []
|
||||
for a in mc.get("Account") or []:
|
||||
if a.get("id") is None:
|
||||
continue
|
||||
out.append(Account(account_id=str(a["id"]), name=a.get("name")))
|
||||
return out
|
||||
|
||||
def watch_events(self, since: int | None = None) -> Iterator[WatchEvent]:
|
||||
params: dict = {"sort": "viewedAt:desc"}
|
||||
for row in self.client.paged("/status/sessions/history/all", params):
|
||||
viewed = _opt_int(row.get("viewedAt"))
|
||||
rk = row.get("ratingKey")
|
||||
if viewed is None or rk is None:
|
||||
continue
|
||||
if since is not None and viewed <= since:
|
||||
return # sorted desc: the watermark ends the walk
|
||||
yield WatchEvent(
|
||||
source="plex",
|
||||
source_row_id=str(row.get("historyKey") or f"{rk}:{viewed}"),
|
||||
provider_item_id=str(rk),
|
||||
viewed_at=viewed,
|
||||
account_id=str(row["accountID"]) if row.get("accountID") is not None else None,
|
||||
media_type=row.get("type"),
|
||||
)
|
||||
|
||||
def coverage(self) -> Coverage:
|
||||
earliest = latest = None
|
||||
count = 0
|
||||
for ev in self.watch_events():
|
||||
count += 1
|
||||
if latest is None or ev.viewed_at > latest:
|
||||
latest = ev.viewed_at
|
||||
if earliest is None or ev.viewed_at < earliest:
|
||||
earliest = ev.viewed_at
|
||||
return Coverage(earliest, latest, count)
|
||||
220
mediashelf/providers/tautulli.py
Normal file
220
mediashelf/providers/tautulli.py
Normal file
|
|
@ -0,0 +1,220 @@
|
|||
"""Tautulli history provider — the primary watch-data source (§4.8).
|
||||
|
||||
Tautulli's database is independent of Plex's: clearing or pruning Plex history
|
||||
does not touch it, and unlike Plex it records how far into an item each play
|
||||
actually got. That last fact is the whole reason this is the primary source.
|
||||
|
||||
Two things this module deliberately does NOT do:
|
||||
|
||||
* It never calls get_library_media_info for a show section. Measured against
|
||||
the live server, that returns show-level rows with file_size 0 regardless of
|
||||
the section_type parameter, so it cannot supply TV sizes (§4.11). Plex is the
|
||||
only size authority.
|
||||
* It never trusts an HTTP 200 as success. Tautulli returns 200 with
|
||||
result:"error" in the body as its normal failure mode.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import logging
|
||||
import time
|
||||
from typing import Iterator
|
||||
|
||||
import requests
|
||||
|
||||
from .base import (
|
||||
Account,
|
||||
AuthError,
|
||||
Coverage,
|
||||
ProviderError,
|
||||
ServerInfo,
|
||||
WatchEvent,
|
||||
)
|
||||
|
||||
log = logging.getLogger(__name__)
|
||||
|
||||
|
||||
def _int(v, default=0):
|
||||
try:
|
||||
return int(v)
|
||||
except (TypeError, ValueError):
|
||||
return default
|
||||
|
||||
|
||||
def _opt_int(v):
|
||||
try:
|
||||
return int(v)
|
||||
except (TypeError, ValueError):
|
||||
return None
|
||||
|
||||
|
||||
class TautulliClient:
|
||||
def __init__(self, base_url: str, api_key: str, *, timeout: int = 30,
|
||||
page_size: int = 1000):
|
||||
if not base_url or not api_key:
|
||||
raise ProviderError("Tautulli is not configured")
|
||||
self.base_url = base_url.rstrip("/") + "/api/v2"
|
||||
self.api_key = api_key
|
||||
self.timeout = timeout
|
||||
self.page_size = page_size
|
||||
self.session = requests.Session()
|
||||
|
||||
def cmd(self, command: str, **params):
|
||||
params["apikey"] = self.api_key
|
||||
params["cmd"] = command
|
||||
last: Exception | None = None
|
||||
for attempt in range(3):
|
||||
try:
|
||||
r = self.session.get(self.base_url, params=params, timeout=self.timeout)
|
||||
if r.status_code in (401, 403):
|
||||
raise AuthError("Tautulli rejected the API key (HTTP %s)" % r.status_code)
|
||||
r.raise_for_status()
|
||||
body = r.json()
|
||||
resp = (body or {}).get("response") or {}
|
||||
result = resp.get("result")
|
||||
if result != "success":
|
||||
msg = resp.get("message") or "unknown error"
|
||||
# An invalid key surfaces here as a 200 with result:error.
|
||||
if "apikey" in str(msg).lower() or "auth" in str(msg).lower():
|
||||
raise AuthError("Tautulli: %s" % msg)
|
||||
raise ProviderError("Tautulli cmd=%s failed: %s" % (command, msg))
|
||||
return resp.get("data")
|
||||
except (AuthError, ProviderError):
|
||||
raise
|
||||
except Exception as e: # noqa: BLE001
|
||||
last = e
|
||||
if attempt < 2:
|
||||
time.sleep(2 ** attempt)
|
||||
raise ProviderError("Tautulli request failed: cmd=%s (%s)" % (command, last))
|
||||
|
||||
|
||||
class TautulliHistoryProvider:
|
||||
"""HistoryProvider implementation."""
|
||||
|
||||
name = "tautulli"
|
||||
|
||||
def __init__(self, client: TautulliClient):
|
||||
self.client = client
|
||||
|
||||
@property
|
||||
def has_completion_data(self) -> bool:
|
||||
return True
|
||||
|
||||
def server_info(self) -> ServerInfo:
|
||||
d = self.client.cmd("get_server_info") or {}
|
||||
return ServerInfo(
|
||||
kind="tautulli",
|
||||
name=d.get("pms_name") or "Tautulli",
|
||||
version="",
|
||||
server_id=d.get("pms_identifier") or "",
|
||||
base_url=self.client.base_url,
|
||||
)
|
||||
|
||||
def accounts(self) -> list[Account]:
|
||||
data = self.client.cmd("get_users") or []
|
||||
out = []
|
||||
for u in data:
|
||||
uid = u.get("user_id")
|
||||
if uid is None:
|
||||
continue
|
||||
out.append(Account(
|
||||
account_id=str(uid),
|
||||
name=u.get("username"),
|
||||
friendly_name=u.get("friendly_name") or u.get("username"),
|
||||
))
|
||||
return out
|
||||
|
||||
def _history_page(self, start: int, length: int, order_dir: str = "desc") -> tuple[list[dict], int]:
|
||||
d = self.client.cmd(
|
||||
"get_history",
|
||||
grouping=0, # raw events; MediaShelf does its own merging (§4.9)
|
||||
order_column="date",
|
||||
order_dir=order_dir,
|
||||
start=start,
|
||||
length=length,
|
||||
) or {}
|
||||
rows = d.get("data") or []
|
||||
total = _int(d.get("recordsFiltered") or d.get("recordsTotal") or 0)
|
||||
return rows, total
|
||||
|
||||
def watch_events(self, since: int | None = None) -> Iterator[WatchEvent]:
|
||||
"""Walk history newest-first, stopping at the watermark."""
|
||||
start = 0
|
||||
while True:
|
||||
rows, total = self._history_page(start, self.client.page_size)
|
||||
if not rows:
|
||||
return
|
||||
for row in rows:
|
||||
viewed = _opt_int(row.get("date"))
|
||||
rk = row.get("rating_key")
|
||||
if viewed is None or rk in (None, ""):
|
||||
continue
|
||||
if since is not None and viewed <= since:
|
||||
return
|
||||
yield self._to_event(row, viewed, rk)
|
||||
start += len(rows)
|
||||
if start >= total:
|
||||
return
|
||||
|
||||
@staticmethod
|
||||
def _to_event(row: dict, viewed: int, rk) -> WatchEvent:
|
||||
row_id = row.get("row_id")
|
||||
return WatchEvent(
|
||||
source="tautulli",
|
||||
source_row_id=str(row_id if row_id is not None else f"{rk}:{viewed}"),
|
||||
provider_item_id=str(rk),
|
||||
viewed_at=viewed,
|
||||
account_id=str(row["user_id"]) if row.get("user_id") is not None else None,
|
||||
reference_id=str(row["reference_id"]) if row.get("reference_id") is not None else None,
|
||||
stopped_at=_opt_int(row.get("stopped")),
|
||||
play_duration_s=_opt_int(row.get("play_duration")),
|
||||
paused_counter_s=_opt_int(row.get("paused_counter")),
|
||||
percent_complete=_opt_int(row.get("percent_complete")),
|
||||
watched_status=_float_or_none(row.get("watched_status")),
|
||||
media_type=row.get("media_type"),
|
||||
platform=row.get("platform"),
|
||||
)
|
||||
|
||||
def coverage(self) -> Coverage:
|
||||
"""Cheap: one row from each end plus the reported total."""
|
||||
newest, total = self._history_page(0, 1, "desc")
|
||||
oldest, _ = self._history_page(0, 1, "asc")
|
||||
latest = _opt_int(newest[0].get("date")) if newest else None
|
||||
earliest = _opt_int(oldest[0].get("date")) if oldest else None
|
||||
return Coverage(earliest, latest, total)
|
||||
|
||||
# ── movie-only cross-check (§4.11) ───────────────────────────────────
|
||||
|
||||
def movie_media_info(self, section_id: str) -> list[dict]:
|
||||
"""Per-item size/play data for a MOVIE section only.
|
||||
|
||||
Never call this for a show section: it returns show-level rows with
|
||||
file_size 0 whatever section_type is passed.
|
||||
"""
|
||||
out: list[dict] = []
|
||||
start = 0
|
||||
while True:
|
||||
d = self.client.cmd(
|
||||
"get_library_media_info",
|
||||
section_id=section_id,
|
||||
start=start,
|
||||
length=self.client.page_size,
|
||||
order_column="file_size",
|
||||
order_dir="desc",
|
||||
) or {}
|
||||
rows = d.get("data") or []
|
||||
if not rows:
|
||||
break
|
||||
out.extend(rows)
|
||||
total = _int(d.get("recordsFiltered") or d.get("recordsTotal") or 0)
|
||||
start += len(rows)
|
||||
if start >= total:
|
||||
break
|
||||
return out
|
||||
|
||||
|
||||
def _float_or_none(v):
|
||||
try:
|
||||
return float(v)
|
||||
except (TypeError, ValueError):
|
||||
return None
|
||||
Loading…
Add table
Add a link
Reference in a new issue