feat: implement main pipeline orchestrator (#54)
Add Pipeline class that wires together all detection components and manages the event flow from trade ingestion to alerting. Key features: - Lifecycle management (start/stop) with proper cleanup - Component initialization from Settings - Parallel detector execution for fresh wallet and size anomaly - Risk scoring with alert threshold - Multi-channel alert dispatch (Discord/Telegram) - Dry-run mode for testing without sending alerts - Async context manager support - Comprehensive test coverage (19 tests) Pipeline flow: WebSocket → Profiler → Detectors → Scorer → Alerter 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
This commit is contained in:
co-authored by
Claude Opus 4.5
parent
792b85c2be
commit
771f968401
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"""Main pipeline orchestrator for Polymarket Insider Tracker.
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This module provides the Pipeline class that wires together all detection
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components and manages the event flow from ingestion to alerting.
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"""
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from __future__ import annotations
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import asyncio
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import contextlib
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import logging
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from dataclasses import dataclass
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from datetime import UTC, datetime
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from enum import Enum
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from typing import TYPE_CHECKING
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from redis.asyncio import Redis
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from polymarket_insider_tracker.alerter.channels.discord import DiscordChannel
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from polymarket_insider_tracker.alerter.channels.telegram import TelegramChannel
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from polymarket_insider_tracker.alerter.dispatcher import AlertChannel, AlertDispatcher
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from polymarket_insider_tracker.alerter.formatter import AlertFormatter
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from polymarket_insider_tracker.config import Settings, get_settings
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from polymarket_insider_tracker.detector.fresh_wallet import FreshWalletDetector
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from polymarket_insider_tracker.detector.scorer import RiskScorer, SignalBundle
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from polymarket_insider_tracker.detector.size_anomaly import SizeAnomalyDetector
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from polymarket_insider_tracker.ingestor.clob_client import ClobClient
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from polymarket_insider_tracker.ingestor.metadata_sync import MarketMetadataSync
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from polymarket_insider_tracker.ingestor.websocket import TradeStreamHandler
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from polymarket_insider_tracker.profiler.analyzer import WalletAnalyzer
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from polymarket_insider_tracker.profiler.chain import PolygonClient
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from polymarket_insider_tracker.storage.database import DatabaseManager
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if TYPE_CHECKING:
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from typing import Any
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from polymarket_insider_tracker.detector.models import (
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FreshWalletSignal,
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SizeAnomalySignal,
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)
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from polymarket_insider_tracker.ingestor.models import TradeEvent
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logger = logging.getLogger(__name__)
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class PipelineState(str, Enum):
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"""Pipeline lifecycle states."""
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STOPPED = "stopped"
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STARTING = "starting"
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RUNNING = "running"
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STOPPING = "stopping"
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ERROR = "error"
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@dataclass
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class PipelineStats:
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"""Statistics for the pipeline."""
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started_at: datetime | None = None
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trades_processed: int = 0
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signals_generated: int = 0
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alerts_sent: int = 0
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errors: int = 0
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last_trade_time: datetime | None = None
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last_error: str | None = None
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class Pipeline:
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"""Main pipeline orchestrator for the Polymarket Insider Tracker.
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This class wires together all detection components and manages the
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event flow from trade ingestion through profiling, detection, and alerting.
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Pipeline flow:
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WebSocket Trade Stream → Wallet Profiler → Detectors → Risk Scorer → Alerter
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Example:
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```python
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from polymarket_insider_tracker.config import get_settings
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from polymarket_insider_tracker.pipeline import Pipeline
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settings = get_settings()
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pipeline = Pipeline(settings)
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await pipeline.start()
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# Pipeline runs until stop() is called
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await pipeline.stop()
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```
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"""
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def __init__(
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self,
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settings: Settings | None = None,
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*,
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dry_run: bool | None = None,
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) -> None:
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"""Initialize the pipeline.
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Args:
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settings: Application settings. If not provided, uses get_settings().
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dry_run: If True, skip sending alerts. Overrides settings.dry_run.
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"""
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self._settings = settings or get_settings()
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self._dry_run = dry_run if dry_run is not None else self._settings.dry_run
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self._state = PipelineState.STOPPED
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self._stats = PipelineStats()
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# Components (initialized in start())
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self._redis: Redis | None = None
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self._db_manager: DatabaseManager | None = None
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self._polygon_client: PolygonClient | None = None
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self._clob_client: ClobClient | None = None
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self._metadata_sync: MarketMetadataSync | None = None
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self._wallet_analyzer: WalletAnalyzer | None = None
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self._fresh_wallet_detector: FreshWalletDetector | None = None
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self._size_anomaly_detector: SizeAnomalyDetector | None = None
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self._risk_scorer: RiskScorer | None = None
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self._alert_formatter: AlertFormatter | None = None
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self._alert_dispatcher: AlertDispatcher | None = None
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self._trade_stream: TradeStreamHandler | None = None
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# Synchronization
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self._stop_event: asyncio.Event | None = None
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self._stream_task: asyncio.Task[None] | None = None
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@property
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def state(self) -> PipelineState:
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"""Current pipeline state."""
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return self._state
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@property
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def stats(self) -> PipelineStats:
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"""Current pipeline statistics."""
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return self._stats
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@property
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def is_running(self) -> bool:
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"""Check if pipeline is running."""
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return self._state == PipelineState.RUNNING
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async def start(self) -> None:
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"""Start the pipeline.
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Initializes all components and begins processing trades.
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Raises:
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RuntimeError: If pipeline is already running.
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Exception: If any component fails to initialize.
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"""
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if self._state != PipelineState.STOPPED:
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raise RuntimeError(f"Cannot start pipeline in state {self._state}")
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self._state = PipelineState.STARTING
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self._stop_event = asyncio.Event()
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logger.info("Starting pipeline...")
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try:
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await self._initialize_components()
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await self._start_background_services()
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self._stats.started_at = datetime.now(UTC)
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self._state = PipelineState.RUNNING
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logger.info("Pipeline started successfully")
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except Exception as e:
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self._state = PipelineState.ERROR
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self._stats.last_error = str(e)
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logger.error("Failed to start pipeline: %s", e)
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await self._cleanup()
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raise
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async def stop(self) -> None:
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"""Stop the pipeline gracefully.
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Stops all background services and cleans up resources.
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"""
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if self._state == PipelineState.STOPPED:
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return
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self._state = PipelineState.STOPPING
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logger.info("Stopping pipeline...")
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if self._stop_event:
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self._stop_event.set()
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await self._stop_background_services()
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await self._cleanup()
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self._state = PipelineState.STOPPED
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logger.info("Pipeline stopped")
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async def _initialize_components(self) -> None:
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"""Initialize all pipeline components."""
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settings = self._settings
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# Initialize Redis
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logger.debug("Initializing Redis connection...")
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self._redis = Redis.from_url(settings.redis.url)
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# Initialize Database Manager
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logger.debug("Initializing database manager...")
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self._db_manager = DatabaseManager(
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settings.database.url,
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async_mode=True,
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)
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# Initialize Polygon client
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logger.debug("Initializing Polygon client...")
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self._polygon_client = PolygonClient(
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settings.polygon.rpc_url,
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fallback_rpc_url=settings.polygon.fallback_rpc_url,
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redis=self._redis,
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)
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# Initialize CLOB client
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logger.debug("Initializing CLOB client...")
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api_key = (
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settings.polymarket.api_key.get_secret_value() if settings.polymarket.api_key else None
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)
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self._clob_client = ClobClient(api_key=api_key)
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# Initialize Market Metadata Sync
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logger.debug("Initializing market metadata sync...")
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self._metadata_sync = MarketMetadataSync(
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redis=self._redis,
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clob_client=self._clob_client,
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)
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# Initialize Wallet Analyzer
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logger.debug("Initializing wallet analyzer...")
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self._wallet_analyzer = WalletAnalyzer(
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self._polygon_client,
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redis=self._redis,
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)
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# Initialize Detectors
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logger.debug("Initializing detectors...")
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self._fresh_wallet_detector = FreshWalletDetector(self._wallet_analyzer)
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self._size_anomaly_detector = SizeAnomalyDetector(self._metadata_sync)
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# Initialize Risk Scorer
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logger.debug("Initializing risk scorer...")
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self._risk_scorer = RiskScorer(self._redis)
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# Initialize Alerting
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logger.debug("Initializing alerting components...")
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self._alert_formatter = AlertFormatter(verbosity="detailed")
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channels = self._build_alert_channels()
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self._alert_dispatcher = AlertDispatcher(channels)
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# Initialize Trade Stream
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logger.debug("Initializing trade stream handler...")
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self._trade_stream = TradeStreamHandler(
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on_trade=self._on_trade,
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host=settings.polymarket.ws_url,
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)
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logger.info("All components initialized")
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def _build_alert_channels(self) -> list[AlertChannel]:
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"""Build list of enabled alert channels."""
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channels: list[AlertChannel] = []
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settings = self._settings
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if settings.discord.enabled and settings.discord.webhook_url:
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webhook_url = settings.discord.webhook_url.get_secret_value()
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channels.append(DiscordChannel(webhook_url))
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logger.info("Discord channel enabled")
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if settings.telegram.enabled:
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bot_token = settings.telegram.bot_token
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chat_id = settings.telegram.chat_id
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if bot_token and chat_id:
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channels.append(
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TelegramChannel(
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bot_token.get_secret_value(),
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chat_id,
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)
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)
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logger.info("Telegram channel enabled")
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if not channels:
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logger.warning("No alert channels configured")
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return channels
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async def _start_background_services(self) -> None:
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"""Start background services."""
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# Start metadata sync
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if self._metadata_sync:
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logger.debug("Starting metadata sync service...")
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await self._metadata_sync.start()
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# Start trade stream in background task
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if self._trade_stream:
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logger.debug("Starting trade stream...")
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self._stream_task = asyncio.create_task(self._run_trade_stream())
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async def _run_trade_stream(self) -> None:
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"""Run the trade stream in a task."""
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if not self._trade_stream:
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return
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try:
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await self._trade_stream.start()
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except asyncio.CancelledError:
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logger.debug("Trade stream task cancelled")
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except Exception as e:
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logger.error("Trade stream error: %s", e)
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self._stats.last_error = str(e)
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self._stats.errors += 1
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async def _stop_background_services(self) -> None:
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"""Stop background services."""
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# Stop trade stream
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if self._trade_stream:
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logger.debug("Stopping trade stream...")
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await self._trade_stream.stop()
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# Cancel stream task
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if self._stream_task:
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self._stream_task.cancel()
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with contextlib.suppress(asyncio.CancelledError):
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await self._stream_task
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self._stream_task = None
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# Stop metadata sync
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if self._metadata_sync:
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logger.debug("Stopping metadata sync...")
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await self._metadata_sync.stop()
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async def _cleanup(self) -> None:
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"""Clean up resources."""
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# Close database connections
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if self._db_manager:
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await self._db_manager.dispose_async()
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self._db_manager = None
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# Close Redis connection
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if self._redis:
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await self._redis.aclose()
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self._redis = None
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logger.debug("Resources cleaned up")
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async def _on_trade(self, trade: TradeEvent) -> None:
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"""Process a single trade event.
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This is the main event handler that runs the detection pipeline:
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1. Run fresh wallet detection
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2. Run size anomaly detection
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3. Score the combined signals
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4. Send alert if threshold exceeded
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Args:
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trade: The trade event from the WebSocket stream.
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"""
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self._stats.trades_processed += 1
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self._stats.last_trade_time = datetime.now(UTC)
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try:
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# Run detectors in parallel
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fresh_signal, size_signal = await asyncio.gather(
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self._detect_fresh_wallet(trade),
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self._detect_size_anomaly(trade),
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)
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# Bundle signals
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bundle = SignalBundle(
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trade_event=trade,
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fresh_wallet_signal=fresh_signal,
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size_anomaly_signal=size_signal,
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)
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# Score and potentially alert
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if fresh_signal or size_signal:
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self._stats.signals_generated += 1
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await self._score_and_alert(bundle)
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except Exception as e:
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logger.error("Error processing trade %s: %s", trade.trade_id, e)
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self._stats.errors += 1
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self._stats.last_error = str(e)
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async def _detect_fresh_wallet(self, trade: TradeEvent) -> FreshWalletSignal | None:
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"""Run fresh wallet detection."""
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if not self._fresh_wallet_detector:
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return None
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try:
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return await self._fresh_wallet_detector.analyze(trade)
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except Exception as e:
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logger.warning("Fresh wallet detection failed for %s: %s", trade.trade_id, e)
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return None
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async def _detect_size_anomaly(self, trade: TradeEvent) -> SizeAnomalySignal | None:
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"""Run size anomaly detection."""
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if not self._size_anomaly_detector:
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return None
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try:
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return await self._size_anomaly_detector.analyze(trade)
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except Exception as e:
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logger.warning("Size anomaly detection failed for %s: %s", trade.trade_id, e)
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return None
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async def _score_and_alert(self, bundle: SignalBundle) -> None:
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"""Score signals and send alert if threshold exceeded."""
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if not self._risk_scorer or not self._alert_formatter or not self._alert_dispatcher:
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return
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# Get risk assessment
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assessment = await self._risk_scorer.assess(bundle)
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if not assessment.should_alert:
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logger.debug(
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"Trade %s below alert threshold (score=%.2f)",
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bundle.trade_event.trade_id,
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assessment.weighted_score,
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)
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return
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# Format and dispatch alert
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formatted_alert = self._alert_formatter.format(assessment)
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if self._dry_run:
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logger.info(
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"[DRY RUN] Would send alert: wallet=%s, score=%.2f",
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assessment.wallet_address[:10] + "...",
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assessment.weighted_score,
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)
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return
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result = await self._alert_dispatcher.dispatch(formatted_alert)
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if result.all_succeeded:
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self._stats.alerts_sent += 1
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logger.info(
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"Alert sent successfully: wallet=%s, score=%.2f",
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assessment.wallet_address[:10] + "...",
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assessment.weighted_score,
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)
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else:
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logger.warning(
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"Alert partially failed: %d/%d channels succeeded",
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result.success_count,
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result.success_count + result.failure_count,
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)
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async def run(self) -> None:
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"""Start the pipeline and run until interrupted.
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This is a convenience method that starts the pipeline and
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blocks until a stop signal is received.
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Example:
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```python
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pipeline = Pipeline()
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try:
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await pipeline.run()
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except KeyboardInterrupt:
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pass
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```
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"""
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await self.start()
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try:
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if self._stop_event:
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await self._stop_event.wait()
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except asyncio.CancelledError:
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pass
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finally:
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await self.stop()
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async def __aenter__(self) -> Pipeline:
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"""Async context manager entry."""
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await self.start()
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return self
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async def __aexit__(self, *args: Any) -> None:
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"""Async context manager exit."""
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await self.stop()
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