core: Policy, Pflege-Agent (HITL), Healer, Lifecycle-Pipeline, Graduierung + Konfiguration
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
This commit is contained in:
Claude Opus 5.5
@@ -0,0 +1,448 @@
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"""Pflege-Agent: Service-Routine, Vorschläge, Freigaben per Prompt."""
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from __future__ import annotations
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import re
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from collections.abc import Callable
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from datetime import datetime
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from pathlib import Path
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from typing import Any, Protocol
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from pydantic import BaseModel, Field
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from ..cases import pass_rate
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from ..embeddings import SkillIndex
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from ..lifecycle import Lifecycle
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from ..llm import ChatClient, LLMError
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from ..policy import Policy
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from ..registry import Registry
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from ..skills import SkillLibrary
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from ..store import Store
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from ..util import load_yaml, now
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from .actions import ActionError, ActionExecutor
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CONTEXT_SIGNALS = ("context_exceeded", "compact_prompt", "larger_slot", "output_truncated", "context_overflow")
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class MaintenanceConfig(BaseModel):
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demote_below: float = 0.80
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min_cases: int = 20
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window_cases: int = 50
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promote_min_rate: float = 0.95
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merge_similarity: float = 0.92
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degraded_hours: float = 1.0
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context_signal_limit: int = 10
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adapter_min_cases: int = 300
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adapter_target_rate: float = 0.90
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lookback_days: float = 7.0
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@classmethod
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def from_file(cls, path: str | Path) -> MaintenanceConfig:
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return cls(**load_yaml(path))
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class Proposal(BaseModel):
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seq: int
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kind: str
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params: dict[str, Any] = Field(default_factory=dict)
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summary: str = ""
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reason: str = ""
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risk: str = "medium"
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state: str = "open"
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source: str = ""
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created_at: float | None = None
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decided_at: float | None = None
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decided_by: str | None = None
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result: dict[str, Any] | None = None
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@property
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def id(self) -> str:
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return f"P-{self.seq}"
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def line(self) -> str:
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return f"{self.id} [{self.risk}] {self.summary}" + (f" – {self.reason}" if self.reason else "")
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class RoutineReport(BaseModel):
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findings: list[str] = Field(default_factory=list)
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proposals: list[Proposal] = Field(default_factory=list)
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auto_executed: list[str] = Field(default_factory=list)
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text: str = ""
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class CommandReply(BaseModel):
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text: str
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proposals: list[Proposal] = Field(default_factory=list)
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class IntentMapper(Protocol):
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def map(self, text: str) -> str | None: ...
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HELP = """Befehle:
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- status · hilfe · routine · vorschläge
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- genehmige P-3 [P-5 …] · genehmige alle mit risiko niedrig · lehne P-3 ab: <Grund>
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- wechsle <slot> auf <basismodell> · trainiere adapter für <cluster> · rollback <slot>
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- stufe <skill> zurück · markiere <slot> als ok|degraded|unavailable"""
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class LLMIntentMapper:
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"""Bildet Freitext auf genau einen bekannten Befehl ab – führt nie selbst etwas aus."""
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def __init__(self, chat: ChatClient, model: str = "tier1-general"):
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self.chat = chat
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self.model = model
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def map(self, text: str) -> str | None:
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system = ("Übersetze die Nachricht in GENAU einen Befehl aus dieser Liste oder antworte NONE.\n"
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+ HELP + "\nAntworte nur mit dem Befehl.")
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try:
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res = self.chat.chat(self.model, [{"role": "system", "content": system},
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{"role": "user", "content": text}], max_tokens=40, temperature=0)
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except LLMError:
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return None
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out = res.content.strip().strip("`").splitlines()[0] if res.content.strip() else ""
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return None if not out or out.upper() == "NONE" else out
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_ID = r"p-?\d+"
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COMMANDS: list[tuple[str, re.Pattern[str]]] = [
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(name, re.compile(pattern, re.IGNORECASE)) for name, pattern in [
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("status", r"^(status|überblick|overview)$"),
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("help", r"^(hilfe|help|\?)$"),
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("routine", r"^((starte\s+(die\s+)?)?service-?routine|routine)$"),
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("list", r"^((zeige\s+)?(offene\s+)?vorschläge|proposals)$"),
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("approve_low", r"^(genehmige|approve)\s+alle\s+(mit\s+)?risiko\s+(niedrig|low)$"),
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("approve", rf"^(genehmige|approve)\s+(?P<ids>{_ID}([\s,]+(und\s+)?{_ID})*)$"),
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("reject", rf"^(lehne\s+(?P<id>{_ID})\s+ab|reject\s+(?P<id2>{_ID}))(\s*[:,]?\s*(weil\s+)?(?P<reason>.+))?$"),
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("switch_base", r"^wechsle\s+(?P<slot>[\w.-]+)\s+auf\s+(?P<base>[\w./:@-]+)$"),
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("train_adapter", r"^trainiere\s+(einen\s+)?adapter\s+für\s+(den\s+cluster\s+)?(?P<cluster>[\w.-]+)$"),
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("rollback", r"^rollback\s+(?P<slot>[\w.-]+)$"),
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("demote", r"^(stufe\s+(?P<skill>[\w.-]+)\s+zurück|degradiere\s+(?P<skill2>[\w.-]+))$"),
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("mark", r"^markiere\s+(?P<slot>[\w.-]+)\s+(als\s+)?(?P<status>ok|degraded|unavailable)$"),
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("confirm", r"^(ja|yes|j|ok)$"),
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("cancel", r"^(nein|no|n|abbrechen)$"),
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]
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]
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def parse_command(text: str) -> tuple[str, dict[str, str]] | None:
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cleaned = text.strip().rstrip(".!")
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for name, pattern in COMMANDS:
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m = pattern.match(cleaned)
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if m:
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return name, {k: v for k, v in m.groupdict().items() if v is not None}
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return None
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def _seq(token: str) -> int:
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return int(re.sub(r"\D", "", token))
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class MaintenanceAgent:
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def __init__(self, *, store: Store, registry: Registry, library: SkillLibrary, index: SkillIndex,
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policy: Policy, actions: ActionExecutor, lifecycle: Lifecycle,
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config: MaintenanceConfig | None = None, intent_mapper: IntentMapper | None = None,
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clock: Callable[[], float] = now, wallclock: Callable[[], datetime] = datetime.now):
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self.store = store
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self.registry = registry
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self.library = library
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self.index = index
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self.policy = policy
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self.actions = actions
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self.lifecycle = lifecycle
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self.config = config or MaintenanceConfig()
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self.intent_mapper = intent_mapper
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self.clock = clock
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self.wallclock = wallclock
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self._pending: dict[str, str] = {} # Sitzung → zu bestätigender Befehl
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# --- Vorschläge -------------------------------------------------------------------------
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def _load(self, seq: int) -> Proposal:
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row = self.store.get_proposal(seq)
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if row is None:
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raise KeyError(f"P-{seq} unbekannt")
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return Proposal(**row)
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def proposals(self, state: str | None = "open") -> list[Proposal]:
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return [Proposal(**r) for r in self.store.list_proposals(state=state)]
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def propose(self, kind: str, params: dict[str, Any], summary: str, *, reason: str = "",
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source: str = "routine", dedup_key: str | None = None, force_approval: bool = False) -> Proposal:
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key = dedup_key or f"{kind}:{sorted(params.items())}"
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existing = self.store.open_proposal_with_key(key)
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if existing:
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return Proposal(**existing)
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mode = self.policy.decide(kind)
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if kind == "mark_slot" and params.get("status") == "ok":
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force_approval = True # Wieder-Freischalten ist die unsichere Richtung
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seq = self.store.add_proposal(kind=kind, params=params, summary=summary, reason=reason,
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risk=self.policy.risk(kind), source=source, dedup_key=key)
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if mode == "deny":
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self.store.update_proposal(seq, state="rejected", decided_by="policy", decided_at=self.clock(),
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result={"message": "durch Richtlinie verboten"})
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elif mode == "auto" and not force_approval:
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return self.approve(seq, by="policy")
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return self._load(seq)
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def approve(self, seq: int, by: str = "human") -> Proposal:
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p = self._load(seq)
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if p.state != "open":
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raise ValueError(f"{p.id} ist {p.state}")
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self.store.update_proposal(seq, state="approved", decided_by=by, decided_at=self.clock())
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if not self.policy.in_window(p.kind, self.wallclock()):
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self.store.update_proposal(seq, result={"deferred": True, "message": "wartet auf Wartungsfenster"})
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return self._load(seq)
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return self._execute(seq)
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def _execute(self, seq: int) -> Proposal:
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p = self._load(seq)
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try:
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result = self.actions.execute(p.kind, p.params)
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self.store.update_proposal(seq, state="executed", result=result)
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except ActionError as exc:
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self.store.update_proposal(seq, state="failed", result={"ok": False, "message": str(exc)})
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return self._load(seq)
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def reject(self, seq: int, by: str = "human", reason: str = "") -> Proposal:
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p = self._load(seq)
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if p.state != "open":
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raise ValueError(f"{p.id} ist {p.state}")
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self.store.update_proposal(seq, state="rejected", decided_by=by, decided_at=self.clock(),
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result={"message": reason or "abgelehnt"})
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if p.kind == "promote_candidate":
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self.lifecycle.reject(p.params["candidate"], f"abgelehnt: {reason}")
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return self._load(seq)
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def run_deferred(self) -> list[Proposal]:
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done = []
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for p in self.proposals(state="approved"):
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if (p.result or {}).get("deferred") and self.policy.in_window(p.kind, self.wallclock()):
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done.append(self._execute(p.seq))
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return done
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# --- Service-Routine --------------------------------------------------------------------
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def run_routine(self) -> RoutineReport:
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report = RoutineReport()
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c = self.config
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since = self.clock() - c.lookback_days * 86400
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def add(p: Proposal) -> None:
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if p.state == "executed" and p.decided_by == "policy":
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report.auto_executed.append(f"{p.id}: {p.summary} → {(p.result or {}).get('message', '')}")
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else:
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report.proposals.append(p)
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# 1. Drift / 2. Graduierungskandidaten
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for skill in self.library.routable():
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if skill.meta.status == "active" and skill.meta.stage >= 1:
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rows = self.store.list_cases(skill=skill.name, min_stage=1, limit=c.window_cases)
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rate = pass_rate(rows)
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n = len([r for r in rows if r["passed"] is not None])
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if rate is not None and n >= c.min_cases and rate < c.demote_below:
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report.findings.append(f"Drift: {skill.name} Pass-Rate {rate:.0%} (n={n})")
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add(self.propose("demote_skill", {"skill": skill.name, "reason": f"Pass-Rate {rate:.0%}"},
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f"Skill {skill.name} auf Stufe 0 zurückstufen",
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reason=f"Pass-Rate {rate:.0%} < {c.demote_below:.0%} (n={n})"))
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else:
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rows = self.store.list_cases(skill=skill.name, stage=0, limit=c.window_cases)
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rate = pass_rate(rows)
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n = len([r for r in rows if r["passed"] is not None])
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if rate is not None and n >= c.min_cases and rate >= c.promote_min_rate:
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report.findings.append(f"Graduierungskandidat: {skill.name} ({rate:.0%} auf Stufe 0, n={n})")
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add(self.propose("request_graduation", {"skill": skill.name},
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f"Graduierungslauf für {skill.name} anstoßen",
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reason=f"stabil auf Stufe 0 ({rate:.0%}, n={n})"))
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# 3. ähnliche Skills
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for a, b, sim in self.index.pairwise_similar(c.merge_similarity):
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if self.library.has(a) and self.library.has(b) and self.library.get(a).routable \
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and self.library.get(b).routable:
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report.findings.append(f"Ähnliche Skills: {a} ~ {b} ({sim:.2f})")
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add(self.propose("merge_skills", {"a": a, "b": b}, f"Skills {a} und {b} zusammenführen",
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reason=f"Ähnlichkeit {sim:.2f}"))
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# 4. degradierte Slots
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for slot in self.registry.slots():
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state = self.store.get_slot_state(slot.name) or {}
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age_h = (self.clock() - (state.get("updated_at") or self.clock())) / 3600
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if not slot.available and age_h >= c.degraded_hours:
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report.findings.append(f"Slot {slot.name} seit {age_h:.1f} h {slot.status} ({slot.reason or '-'})")
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add(self.propose("mark_slot", {"slot": slot.name, "status": "ok", "reason": "nach Prüfung"},
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f"Slot {slot.name} wieder auf ok setzen",
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reason=f"{slot.status} seit {age_h:.1f} h – vorher Ursache prüfen"))
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# 5. Kontext-Signale
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totals: dict[str, int] = {}
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for kind in CONTEXT_SIGNALS:
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for subject, count in self.store.event_subjects(kind, since=since).items():
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totals[subject] = totals.get(subject, 0) + count
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for subject, count in sorted(totals.items()):
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if self.registry.has_slot(subject) and count >= c.context_signal_limit:
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report.findings.append(f"Kontext-Signale auf {subject}: {count} in {c.lookback_days:g} Tagen")
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add(self.propose("recalibrate_context", {"slot": subject},
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f"Effektiven Kontext von {subject} neu kalibrieren", reason=f"{count} Signale"))
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# 6. Adapter-Bedarf
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open_clusters = {c_["target"].get("cluster") for c_ in self.store.list_candidates()
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if c_["kind"] == "adapter" and c_["state"] not in {"promoted", "rejected", "failed",
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"rolled_back"}}
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clusters: dict[str, str] = {}
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for skill in self.library.routable():
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clusters.setdefault(skill.cluster, skill.meta.slot)
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for cluster, slot in sorted(clusters.items()):
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if cluster in open_clusters or not self.registry.has_slot(slot):
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continue
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if not self.registry.slot(slot).spec.supports_lora:
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continue
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train = self.store.list_cases(cluster=cluster, split="train", passed=True)
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if len(train) < c.adapter_min_cases:
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continue
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weak = self.store.list_cases(cluster=cluster, min_stage=1, limit=c.window_cases)
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rate = pass_rate(weak)
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if rate is None or rate < c.adapter_target_rate:
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report.findings.append(f"Adapter-Bedarf: {cluster} ({len(train)} Trainingsfälle)")
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add(self.propose("train_adapter", {"cluster": cluster, "slot": slot},
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f"LoRA-Adapter für {cluster} trainieren",
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reason=f"{len(train)} verifizierte Fälle, Stufe-1-Rate "
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f"{'–' if rate is None else f'{rate:.0%}'}"))
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# 7. Lifecycle: Canary auswerten, Freigaben vorschlagen
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for cand in self.store.list_candidates(state="canary"):
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m = self.lifecycle.canary_metrics(cand["id"])
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if m["n"] >= self.lifecycle.config.min_n and m["pass_rate"] is not None:
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after = self.lifecycle.report(cand["id"], "canary", m)
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report.auto_executed.append(f"Canary {cand['id'][:8]} ausgewertet → {after['state']}")
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for cand in self.store.list_candidates(state="awaiting_promotion"):
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add(self.propose("promote_candidate", {"candidate": cand["id"]},
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f"{cand['kind']} für {cand['slot']} übernehmen ({cand['target']})",
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reason="alle Prüfstufen bestanden", source="lifecycle"))
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for p in self.run_deferred():
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report.auto_executed.append(f"{p.id} im Wartungsfenster ausgeführt: {p.summary}")
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open_all = self.proposals("open")
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report.text = self._render_report(report, open_all)
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return report
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@staticmethod
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def _render_report(report: RoutineReport, open_all: list[Proposal]) -> str:
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lines = ["Service-Routine"]
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lines.append("\nBefunde:" if report.findings else "\nKeine Auffälligkeiten.")
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lines += [f"- {f}" for f in report.findings]
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if report.auto_executed:
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lines.append("\nAutomatisch erledigt:")
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lines += [f"- {a}" for a in report.auto_executed]
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if open_all:
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lines.append("\nOffene Vorschläge (genehmige P-x / lehne P-x ab):")
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lines += [f"- {p.line()}" for p in open_all]
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return "\n".join(lines)
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# --- Befehle ----------------------------------------------------------------------------
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def handle_command(self, text: str, user: str = "human", session: str = "default") -> CommandReply:
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parsed = parse_command(text)
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if parsed is None:
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if self.intent_mapper is not None:
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mapped = self.intent_mapper.map(text)
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if mapped and parse_command(mapped) and parse_command(mapped)[0] not in {"confirm", "cancel"}:
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self._pending[session] = mapped
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return CommandReply(text=f"Meinst du: `{mapped}`? Antworte mit „ja“.")
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return CommandReply(text="Das habe ich nicht verstanden.\n" + HELP)
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name, args = parsed
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if name == "confirm":
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pending = self._pending.pop(session, None)
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if not pending:
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return CommandReply(text="Es gibt nichts zu bestätigen.")
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return self.handle_command(pending, user, session)
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if name == "cancel":
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self._pending.pop(session, None)
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return CommandReply(text="Abgebrochen.")
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try:
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return getattr(self, f"_cmd_{name}")(args, user)
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except (KeyError, ValueError) as exc:
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return CommandReply(text=f"Fehler: {exc}")
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def _cmd_help(self, args: dict[str, str], user: str) -> CommandReply:
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return CommandReply(text=HELP)
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def _cmd_status(self, args: dict[str, str], user: str) -> CommandReply:
|
||||
lines = ["Slots:"]
|
||||
lines += [f"- {s.name}: {s.status} (Basis {s.base_model}, Kontext {s.effective_context})"
|
||||
for s in self.registry.slots()]
|
||||
by_status: dict[str, int] = {}
|
||||
for s in self.library.all():
|
||||
by_status[s.meta.status] = by_status.get(s.meta.status, 0) + 1
|
||||
lines.append("Skills: " + ", ".join(f"{k} {v}" for k, v in sorted(by_status.items())))
|
||||
running = [c for c in self.store.list_candidates() if c["state"] not in
|
||||
{"promoted", "rejected", "failed", "rolled_back"}]
|
||||
lines.append(f"Kandidaten in Arbeit: {len(running)}")
|
||||
lines.append(f"Offene Vorschläge: {len(self.proposals('open'))}")
|
||||
return CommandReply(text="\n".join(lines))
|
||||
|
||||
def _cmd_routine(self, args: dict[str, str], user: str) -> CommandReply:
|
||||
report = self.run_routine()
|
||||
return CommandReply(text=report.text, proposals=report.proposals)
|
||||
|
||||
def _cmd_list(self, args: dict[str, str], user: str) -> CommandReply:
|
||||
props = self.proposals("open")
|
||||
if not props:
|
||||
return CommandReply(text="Keine offenen Vorschläge.")
|
||||
return CommandReply(text="\n".join(p.line() for p in props), proposals=props)
|
||||
|
||||
def _decided_text(self, p: Proposal) -> str:
|
||||
msg = (p.result or {}).get("message", "")
|
||||
return f"{p.id} {p.state}" + (f": {msg}" if msg else "")
|
||||
|
||||
def _cmd_approve(self, args: dict[str, str], user: str) -> CommandReply:
|
||||
ids = re.findall(_ID, args["ids"], re.IGNORECASE)
|
||||
done = [self.approve(_seq(i), by=user) for i in ids]
|
||||
return CommandReply(text="\n".join(self._decided_text(p) for p in done), proposals=done)
|
||||
|
||||
def _cmd_approve_low(self, args: dict[str, str], user: str) -> CommandReply:
|
||||
done = [self.approve(p.seq, by=user) for p in self.proposals("open") if p.risk == "low"]
|
||||
if not done:
|
||||
return CommandReply(text="Keine offenen Vorschläge mit niedrigem Risiko.")
|
||||
return CommandReply(text="\n".join(self._decided_text(p) for p in done), proposals=done)
|
||||
|
||||
def _cmd_reject(self, args: dict[str, str], user: str) -> CommandReply:
|
||||
p = self.reject(_seq(args.get("id") or args["id2"]), by=user, reason=args.get("reason", ""))
|
||||
return CommandReply(text=self._decided_text(p), proposals=[p])
|
||||
|
||||
def _new(self, kind: str, params: dict[str, Any], summary: str, user: str) -> CommandReply:
|
||||
p = self.propose(kind, params, summary, reason=f"Auftrag von {user}", source="command", force_approval=True)
|
||||
return CommandReply(text=f"Vorschlag {p.line()}\nBestätige mit „genehmige {p.id}“.", proposals=[p])
|
||||
|
||||
def _require_slot(self, slot: str) -> None:
|
||||
if not self.registry.has_slot(slot):
|
||||
raise KeyError(f"Slot {slot} unbekannt")
|
||||
|
||||
def _cmd_switch_base(self, args: dict[str, str], user: str) -> CommandReply:
|
||||
self._require_slot(args["slot"])
|
||||
return self._new("create_candidate",
|
||||
{"kind": "base_model", "slot": args["slot"], "target": {"base_model": args["base"]}},
|
||||
f"Basismodell von {args['slot']} auf {args['base']} wechseln (Pipeline, inkl. "
|
||||
"Neutraining der Adapter)", user)
|
||||
|
||||
def _cmd_train_adapter(self, args: dict[str, str], user: str) -> CommandReply:
|
||||
slot = next((s.meta.slot for s in self.library.all() if s.cluster == args["cluster"]), "tier1-general")
|
||||
return self._new("train_adapter", {"cluster": args["cluster"], "slot": slot},
|
||||
f"LoRA-Adapter für {args['cluster']} trainieren", user)
|
||||
|
||||
def _cmd_rollback(self, args: dict[str, str], user: str) -> CommandReply:
|
||||
self._require_slot(args["slot"])
|
||||
return self._new("rollback_candidate", {"slot": args["slot"]},
|
||||
f"Letzte Übernahme auf {args['slot']} zurückrollen", user)
|
||||
|
||||
def _cmd_demote(self, args: dict[str, str], user: str) -> CommandReply:
|
||||
skill = args.get("skill") or args["skill2"]
|
||||
if not self.library.has(skill):
|
||||
raise KeyError(f"Skill {skill} unbekannt")
|
||||
return self._new("demote_skill", {"skill": skill, "reason": f"Auftrag von {user}"},
|
||||
f"Skill {skill} auf Stufe 0 zurückstufen", user)
|
||||
|
||||
def _cmd_mark(self, args: dict[str, str], user: str) -> CommandReply:
|
||||
self._require_slot(args["slot"])
|
||||
return self._new("mark_slot", {"slot": args["slot"], "status": args["status"].lower(),
|
||||
"reason": f"Auftrag von {user}", "set_by": user},
|
||||
f"Slot {args['slot']} als {args['status'].lower()} markieren", user)
|
||||
Reference in New Issue
Block a user