Multi-stage evidence-grounded inference architecture replacing the monolithic 9B model extraction pipeline. CPU-first specialist services handle routine extraction while the 9B vLLM model is preserved for semantic adjudication of ambiguous cases. Key components: - Capability-aware inference gateway (OpenAI-compatible + Ollama) - Endpoint registry with DB migrations and REST API - Sentence-aware document segmenter (property tests) - Deterministic financial parsing with offset integrity - Symbol resolution with ambiguity detection - Specialist service (GLiNER2, dynamic batching, K8s deployment) - Company-specific sentiment (FinBERT, calibration) - Retrieval-based novelty and duplicate detection - Confidence calibration pipeline - Deterministic routing engine (property tests) - 9B adjudication layer with VRAM gating - Stock-specific impact model (features, labels, baseline, trained) - Pipeline orchestrator (state machine, queues, leases, feature flags) - Bounded parallelism (async workers, semaphore, load shedding) - Observability (tracing, metrics, alerts) - Compatibility adapter (v3→v2 golden mapping tests) - Shadow/canary promotion framework - Active learning and fine-tuning pipeline Test results: 1,161 tests pass, ruff lint clean. All 282 spec tasks completed.
150 lines
4.7 KiB
Python
150 lines
4.7 KiB
Python
"""Lease management for pipeline stage workers.
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Leases ensure exactly-once processing semantics. A worker must acquire
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a lease before processing a stage. Expired leases allow re-processing
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by another worker.
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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 datetime import datetime, timedelta, timezone
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from uuid import UUID, uuid4
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class LeaseExpiredError(Exception):
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"""Raised when an operation is attempted on an expired lease."""
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def __init__(self, lease_id: UUID, expired_at: datetime) -> None:
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self.lease_id = lease_id
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self.expired_at = expired_at
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super().__init__(
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f"Lease {lease_id} expired at {expired_at.isoformat()}"
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)
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@dataclass
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class Lease:
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"""A time-bounded processing lease for a pipeline stage."""
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lease_id: UUID
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run_id: UUID
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stage: str
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worker_id: str
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acquired_at: datetime
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expires_at: datetime
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released: bool = False
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renewed_count: int = 0
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@property
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def is_expired(self) -> bool:
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"""Check if the lease has passed its expiry time."""
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return datetime.now(timezone.utc) >= self.expires_at
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@property
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def is_active(self) -> bool:
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"""Check if the lease is currently active."""
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return not self.released and not self.is_expired
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def renew(self, extension: timedelta) -> None:
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"""Extend the lease expiry.
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Raises LeaseExpiredError if already expired.
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"""
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if self.is_expired:
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raise LeaseExpiredError(self.lease_id, self.expires_at)
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if self.released:
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raise LeaseExpiredError(self.lease_id, self.expires_at)
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self.expires_at = datetime.now(timezone.utc) + extension
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self.renewed_count += 1
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def release(self) -> None:
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"""Mark the lease as released (work completed or abandoned)."""
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self.released = True
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@dataclass
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class LeaseManager:
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"""Manages leases for pipeline stage workers.
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In production, this would use Redis or database-backed distributed locks.
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This implementation provides the lease lifecycle logic for testing.
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"""
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default_ttl: timedelta = field(default_factory=lambda: timedelta(seconds=120))
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_active_leases: dict[tuple[UUID, str], Lease] = field(default_factory=dict)
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_all_leases: list[Lease] = field(default_factory=list)
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def acquire(
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self,
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run_id: UUID,
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stage: str,
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worker_id: str,
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ttl: timedelta | None = None,
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) -> Lease | None:
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"""Attempt to acquire a lease for a (run_id, stage) pair.
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Returns None if an active lease already exists for that pair.
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Expired leases are cleaned up and allow re-acquisition.
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"""
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key = (run_id, stage)
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existing = self._active_leases.get(key)
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if existing is not None:
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if existing.is_active:
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return None # Already leased
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# Expired — clean up
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del self._active_leases[key]
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lease = Lease(
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lease_id=uuid4(),
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run_id=run_id,
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stage=stage,
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worker_id=worker_id,
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acquired_at=datetime.now(timezone.utc),
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expires_at=datetime.now(timezone.utc) + (ttl or self.default_ttl),
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)
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self._active_leases[key] = lease
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self._all_leases.append(lease)
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return lease
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def release(self, lease: Lease) -> None:
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"""Release a lease, making the slot available."""
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lease.release()
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key = (lease.run_id, lease.stage)
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if key in self._active_leases and self._active_leases[key] is lease:
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del self._active_leases[key]
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def renew(self, lease: Lease, extension: timedelta | None = None) -> None:
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"""Renew an active lease. Raises LeaseExpiredError if expired."""
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lease.renew(extension or self.default_ttl)
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def is_leased(self, run_id: UUID, stage: str) -> bool:
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"""Check if a (run_id, stage) pair has an active lease."""
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key = (run_id, stage)
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existing = self._active_leases.get(key)
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if existing is None:
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return False
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if not existing.is_active:
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del self._active_leases[key]
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return False
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return True
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def active_count(self) -> int:
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"""Number of currently active leases."""
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# Clean up expired
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expired_keys = [
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k for k, v in self._active_leases.items() if not v.is_active
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]
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for k in expired_keys:
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del self._active_leases[k]
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return len(self._active_leases)
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def get_expired(self) -> list[Lease]:
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"""Get all expired but unreleased leases (for recovery)."""
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return [
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lease
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for lease in self._active_leases.values()
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if lease.is_expired and not lease.released
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]
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