Files
stonks-oracle/services/intelligence_pipeline_v3/orchestrator/leases.py
T
Celes Renata a72f336ad1 feat: Intelligence Pipeline v3 — full implementation
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.
2026-07-13 02:14:59 +00:00

150 lines
4.7 KiB
Python

"""Lease management for pipeline stage workers.
Leases ensure exactly-once processing semantics. A worker must acquire
a lease before processing a stage. Expired leases allow re-processing
by another worker.
"""
from __future__ import annotations
from dataclasses import dataclass, field
from datetime import datetime, timedelta, timezone
from uuid import UUID, uuid4
class LeaseExpiredError(Exception):
"""Raised when an operation is attempted on an expired lease."""
def __init__(self, lease_id: UUID, expired_at: datetime) -> None:
self.lease_id = lease_id
self.expired_at = expired_at
super().__init__(
f"Lease {lease_id} expired at {expired_at.isoformat()}"
)
@dataclass
class Lease:
"""A time-bounded processing lease for a pipeline stage."""
lease_id: UUID
run_id: UUID
stage: str
worker_id: str
acquired_at: datetime
expires_at: datetime
released: bool = False
renewed_count: int = 0
@property
def is_expired(self) -> bool:
"""Check if the lease has passed its expiry time."""
return datetime.now(timezone.utc) >= self.expires_at
@property
def is_active(self) -> bool:
"""Check if the lease is currently active."""
return not self.released and not self.is_expired
def renew(self, extension: timedelta) -> None:
"""Extend the lease expiry.
Raises LeaseExpiredError if already expired.
"""
if self.is_expired:
raise LeaseExpiredError(self.lease_id, self.expires_at)
if self.released:
raise LeaseExpiredError(self.lease_id, self.expires_at)
self.expires_at = datetime.now(timezone.utc) + extension
self.renewed_count += 1
def release(self) -> None:
"""Mark the lease as released (work completed or abandoned)."""
self.released = True
@dataclass
class LeaseManager:
"""Manages leases for pipeline stage workers.
In production, this would use Redis or database-backed distributed locks.
This implementation provides the lease lifecycle logic for testing.
"""
default_ttl: timedelta = field(default_factory=lambda: timedelta(seconds=120))
_active_leases: dict[tuple[UUID, str], Lease] = field(default_factory=dict)
_all_leases: list[Lease] = field(default_factory=list)
def acquire(
self,
run_id: UUID,
stage: str,
worker_id: str,
ttl: timedelta | None = None,
) -> Lease | None:
"""Attempt to acquire a lease for a (run_id, stage) pair.
Returns None if an active lease already exists for that pair.
Expired leases are cleaned up and allow re-acquisition.
"""
key = (run_id, stage)
existing = self._active_leases.get(key)
if existing is not None:
if existing.is_active:
return None # Already leased
# Expired — clean up
del self._active_leases[key]
lease = Lease(
lease_id=uuid4(),
run_id=run_id,
stage=stage,
worker_id=worker_id,
acquired_at=datetime.now(timezone.utc),
expires_at=datetime.now(timezone.utc) + (ttl or self.default_ttl),
)
self._active_leases[key] = lease
self._all_leases.append(lease)
return lease
def release(self, lease: Lease) -> None:
"""Release a lease, making the slot available."""
lease.release()
key = (lease.run_id, lease.stage)
if key in self._active_leases and self._active_leases[key] is lease:
del self._active_leases[key]
def renew(self, lease: Lease, extension: timedelta | None = None) -> None:
"""Renew an active lease. Raises LeaseExpiredError if expired."""
lease.renew(extension or self.default_ttl)
def is_leased(self, run_id: UUID, stage: str) -> bool:
"""Check if a (run_id, stage) pair has an active lease."""
key = (run_id, stage)
existing = self._active_leases.get(key)
if existing is None:
return False
if not existing.is_active:
del self._active_leases[key]
return False
return True
def active_count(self) -> int:
"""Number of currently active leases."""
# Clean up expired
expired_keys = [
k for k, v in self._active_leases.items() if not v.is_active
]
for k in expired_keys:
del self._active_leases[k]
return len(self._active_leases)
def get_expired(self) -> list[Lease]:
"""Get all expired but unreleased leases (for recovery)."""
return [
lease
for lease in self._active_leases.values()
if lease.is_expired and not lease.released
]